Dortmund Team Analysis

Dataset statistics

Number of variables	58
Number of observations	30
Missing cells	749
Missing cells (%)	43.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	13.7 KiB
Average record size in memory	468.4 B

Variable types

Numeric	42
Categorical	16

Alerts

`squad` has constant value ""	Constant
`red_card` has constant value ""	Constant
`penalty_kicks_against` has constant value ""	Constant
`penalty_kicks_saved` has constant value ""	Constant
`penalty_kicks_missed` has constant value ""	Constant
`id` is highly overall correlated with `passes_completed` and 15 other fields	High correlation
`age` is highly overall correlated with `born` and 15 other fields	High correlation
`born` is highly overall correlated with `age` and 15 other fields	High correlation
`matches_played` is highly overall correlated with `starts` and 38 other fields	High correlation
`starts` is highly overall correlated with `matches_played` and 35 other fields	High correlation
`minutes` is highly overall correlated with `matches_played` and 35 other fields	High correlation
`goals` is highly overall correlated with `matches_played` and 41 other fields	High correlation
`assists` is highly overall correlated with `matches_played` and 36 other fields	High correlation
`yellow_card` is highly overall correlated with `matches_played` and 31 other fields	High correlation
`xG` is highly overall correlated with `matches_played` and 41 other fields	High correlation
`npxG` is highly overall correlated with `matches_played` and 41 other fields	High correlation
`xAG` is highly overall correlated with `matches_played` and 40 other fields	High correlation
`PrgC` is highly overall correlated with `matches_played` and 39 other fields	High correlation
`PrgP` is highly overall correlated with `matches_played` and 32 other fields	High correlation
`PrgR` is highly overall correlated with `matches_played` and 38 other fields	High correlation
`passes_completed` is highly overall correlated with `id` and 24 other fields	High correlation
`passed_attempted` is highly overall correlated with `id` and 25 other fields	High correlation
`passes_completed_pct` is highly overall correlated with `goals` and 17 other fields	High correlation
`total_passing_distance` is highly overall correlated with `id` and 24 other fields	High correlation
`progressive_passing_distance` is highly overall correlated with `id` and 23 other fields	High correlation
`key_passes` is highly overall correlated with `id` and 28 other fields	High correlation
`final_third_passes` is highly overall correlated with `id` and 16 other fields	High correlation
`passes_into_penalty_area` is highly overall correlated with `id` and 27 other fields	High correlation
`tackles` is highly overall correlated with `age` and 27 other fields	High correlation
`attempts` is highly overall correlated with `age` and 29 other fields	High correlation
`tackles_pct` is highly overall correlated with `id` and 5 other fields	High correlation
`challenges_lost` is highly overall correlated with `age` and 27 other fields	High correlation
`blocks` is highly overall correlated with `age` and 25 other fields	High correlation
`shots_blocked` is highly overall correlated with `id` and 27 other fields	High correlation
`passes_blocked` is highly overall correlated with `age` and 27 other fields	High correlation
`interceptions` is highly overall correlated with `age` and 27 other fields	High correlation
`clears` is highly overall correlated with `age` and 24 other fields	High correlation
`shots` is highly overall correlated with `matches_played` and 14 other fields	High correlation
`shots_on_target` is highly overall correlated with `matches_played` and 17 other fields	High correlation
`shots_on_target_pct` is highly overall correlated with `goals` and 10 other fields	High correlation
`goals_per_shot_on_target` is highly overall correlated with `matches_played` and 6 other fields	High correlation
`goals_per_shot` is highly overall correlated with `goals` and 8 other fields	High correlation
`goals_per_90` is highly overall correlated with `matches_played` and 36 other fields	High correlation
`assists_per_90` is highly overall correlated with `matches_played` and 37 other fields	High correlation
`goals_and_assists_per_90` is highly overall correlated with `matches_played` and 35 other fields	High correlation
`xG_per_90` is highly overall correlated with `goals` and 25 other fields	High correlation
`npxG_per_90` is highly overall correlated with `goals` and 27 other fields	High correlation
`player` is highly overall correlated with `id` and 38 other fields	High correlation
`nation` is highly overall correlated with `passes_completed` and 15 other fields	High correlation
`pos` is highly overall correlated with `passes_completed` and 29 other fields	High correlation
`goals_against` is highly overall correlated with `id` and 27 other fields	High correlation
`shots_on_target_against` is highly overall correlated with `id` and 27 other fields	High correlation
`saves` is highly overall correlated with `id` and 27 other fields	High correlation
`save_pct` is highly overall correlated with `id` and 27 other fields	High correlation
`clean_sheets` is highly overall correlated with `id` and 27 other fields	High correlation
`clean_sheets_pct` is highly overall correlated with `id` and 27 other fields	High correlation
`crosses_into_penalty_area` is highly overall correlated with `minutes` and 18 other fields	High correlation
`errors` is highly overall correlated with `attempts` and 2 other fields	High correlation
`goals_against` has 28 (93.3%) missing values	Missing
`shots_on_target_against` has 28 (93.3%) missing values	Missing
`saves` has 28 (93.3%) missing values	Missing
`save_pct` has 28 (93.3%) missing values	Missing
`clean_sheets` has 28 (93.3%) missing values	Missing
`clean_sheets_pct` has 28 (93.3%) missing values	Missing
`penalty_kicks_against` has 28 (93.3%) missing values	Missing
`penalty_kicks_saved` has 28 (93.3%) missing values	Missing
`penalty_kicks_missed` has 28 (93.3%) missing values	Missing
`passes_completed` has 23 (76.7%) missing values	Missing
`passed_attempted` has 23 (76.7%) missing values	Missing
`passes_completed_pct` has 23 (76.7%) missing values	Missing
`total_passing_distance` has 23 (76.7%) missing values	Missing
`progressive_passing_distance` has 23 (76.7%) missing values	Missing
`key_passes` has 23 (76.7%) missing values	Missing
`final_third_passes` has 23 (76.7%) missing values	Missing
`passes_into_penalty_area` has 23 (76.7%) missing values	Missing
`crosses_into_penalty_area` has 23 (76.7%) missing values	Missing
`tackles` has 18 (60.0%) missing values	Missing
`attempts` has 18 (60.0%) missing values	Missing
`tackles_pct` has 20 (66.7%) missing values	Missing
`challenges_lost` has 18 (60.0%) missing values	Missing
`blocks` has 18 (60.0%) missing values	Missing
`shots_blocked` has 18 (60.0%) missing values	Missing
`passes_blocked` has 18 (60.0%) missing values	Missing
`interceptions` has 18 (60.0%) missing values	Missing
`clears` has 18 (60.0%) missing values	Missing
`errors` has 18 (60.0%) missing values	Missing
`shots` has 21 (70.0%) missing values	Missing
`shots_on_target` has 21 (70.0%) missing values	Missing
`shots_on_target_pct` has 22 (73.3%) missing values	Missing
`goals_per_shot_on_target` has 22 (73.3%) missing values	Missing
`goals_per_shot` has 22 (73.3%) missing values	Missing
`player` is uniformly distributed	Uniform
`goals_against` is uniformly distributed	Uniform
`shots_on_target_against` is uniformly distributed	Uniform
`saves` is uniformly distributed	Uniform
`save_pct` is uniformly distributed	Uniform
`clean_sheets` is uniformly distributed	Uniform
`clean_sheets_pct` is uniformly distributed	Uniform
`id` has unique values	Unique
`minutes` has unique values	Unique
`starts` has 6 (20.0%) zeros	Zeros
`goals` has 13 (43.3%) zeros	Zeros
`assists` has 14 (46.7%) zeros	Zeros
`yellow_card` has 10 (33.3%) zeros	Zeros
`xG` has 7 (23.3%) zeros	Zeros
`npxG` has 7 (23.3%) zeros	Zeros
`xAG` has 7 (23.3%) zeros	Zeros
`PrgC` has 4 (13.3%) zeros	Zeros
`PrgP` has 3 (10.0%) zeros	Zeros
`PrgR` has 4 (13.3%) zeros	Zeros
`key_passes` has 1 (3.3%) zeros	Zeros
`passes_into_penalty_area` has 1 (3.3%) zeros	Zeros
`tackles` has 2 (6.7%) zeros	Zeros
`attempts` has 2 (6.7%) zeros	Zeros
`challenges_lost` has 4 (13.3%) zeros	Zeros
`blocks` has 3 (10.0%) zeros	Zeros
`shots_blocked` has 3 (10.0%) zeros	Zeros
`passes_blocked` has 4 (13.3%) zeros	Zeros
`interceptions` has 2 (6.7%) zeros	Zeros
`clears` has 2 (6.7%) zeros	Zeros
`shots` has 1 (3.3%) zeros	Zeros
`shots_on_target` has 1 (3.3%) zeros	Zeros
`goals_per_shot_on_target` has 1 (3.3%) zeros	Zeros
`goals_per_shot` has 1 (3.3%) zeros	Zeros
`goals_per_90` has 13 (43.3%) zeros	Zeros
`assists_per_90` has 14 (46.7%) zeros	Zeros
`goals_and_assists_per_90` has 12 (40.0%) zeros	Zeros
`xG_per_90` has 7 (23.3%) zeros	Zeros
`npxG_per_90` has 7 (23.3%) zeros	Zeros

Reproduction

Analysis started	2023-05-09 10:05:16.450510
Analysis finished	2023-05-09 10:07:49.551345
Duration	2 minutes and 33.1 seconds
Software version	ydata-profiling vv4.1.2
Download configuration	config.json

id
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	30
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	259.36667

Minimum	3
Maximum	498
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	3
5-th percentile	47.85
Q1	165
median	297
Q3	367.25
95-th percentile	428.45
Maximum	498
Range	495
Interquartile range (IQR)	202.25

Descriptive statistics

Standard deviation	136.32656
Coefficient of variation (CV)	0.52561325
Kurtosis	-0.99054981
Mean	259.36667
Median Absolute Deviation (MAD)	91.5
Skewness	-0.38462853
Sum	7781
Variance	18584.93
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
238	1	3.3%
295	1	3.3%
318	1	3.3%
303	1	3.3%
299	1	3.3%
278	1	3.3%
180	1	3.3%
174	1	3.3%
68	1	3.3%
3	1	3.3%
Other values (20)	20	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	3.3%
42	1	3.3%
55	1	3.3%
68	1	3.3%
72	1	3.3%
85	1	3.3%
90	1	3.3%
162	1	3.3%
174	1	3.3%
180	1	3.3%

Value	Count	Frequency (%)
498	1	3.3%
446	1	3.3%
407	1	3.3%
389	1	3.3%
388	1	3.3%
383	1	3.3%
377	1	3.3%
375	1	3.3%
344	1	3.3%
343	1	3.3%

player
Categorical

HIGH CORRELATION UNIFORM

Distinct	29
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Memory size	372.0 B

Julian Ryerson	2
Gregor Kobel	1
Tom Rothe	1
Justin Njinmah	1
Youssoufa Moukoko	1
Other values (24)	24

Length

Max length	21
Median length	17
Mean length	13.8
Min length	8

Characters and Unicode

Total characters	414
Distinct characters	50
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	28 ?
Unique (%)	93.3%

Sample

1st row	Gregor Kobel
2nd row	Alexander Meyer
3rd row	Jude Bellingham
4th row	Julian Brandt
5th row	Emre Can

Common Values

Value	Count	Frequency (%)
Julian Ryerson	2	6.7%
Gregor Kobel	1	3.3%
Tom Rothe	1	3.3%
Justin Njinmah	1	3.3%
Youssoufa Moukoko	1	3.3%
Anthony Modeste	1	3.3%
Donyell Malen	1	3.3%
Thorgan Hazard	1	3.3%
Sébastien Haller	1	3.3%
Jamie Bynoe-Gittens	1	3.3%
Other values (19)	19	63.3%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
julian	3	5.0%
ryerson	2	3.3%
marco	2	3.3%
bellingham	1	1.7%
soumaïla	1	1.7%
alexander	1	1.7%
meyer	1	1.7%
antonios	1	1.7%
papadopoulos	1	1.7%
thomas	1	1.7%
Other values (46)	46	76.7%

Most occurring characters

Value	Count	Frequency (%)
a	39	9.4%
e	34	8.2%
o	33	8.0%
	30	7.2%
l	26	6.3%
n	24	5.8%
i	22	5.3%
r	20	4.8%
u	18	4.3%
s	18	4.3%
Other values (40)	150	36.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	322	77.8%
Uppercase Letter	61	14.7%
Space Separator	30	7.2%
Dash Punctuation	1	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	39	12.1%
e	34	10.6%
o	33	10.2%
l	26	8.1%
n	24	7.5%
i	22	6.8%
r	20	6.2%
u	18	5.6%
s	18	5.6%
t	12	3.7%
Other values (19)	76	23.6%

Uppercase Letter

Value	Count	Frequency (%)
M	10	16.4%
J	6	9.8%
R	6	9.8%
S	5	8.2%
G	4	6.6%
A	4	6.6%
T	3	4.9%
P	3	4.9%
H	3	4.9%
B	3	4.9%
Other values (9)	14	23.0%

Space Separator

Value	Count	Frequency (%)
	30	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	383	92.5%
Common	31	7.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	39	10.2%
e	34	8.9%
o	33	8.6%
l	26	6.8%
n	24	6.3%
i	22	5.7%
r	20	5.2%
u	18	4.7%
s	18	4.7%
t	12	3.1%
Other values (38)	137	35.8%

Common

Value	Count	Frequency (%)
	30	96.8%
-	1	3.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	407	98.3%
None	7	1.7%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	39	9.6%
e	34	8.4%
o	33	8.1%
	30	7.4%
l	26	6.4%
n	24	5.9%
i	22	5.4%
r	20	4.9%
u	18	4.4%
s	18	4.4%
Other values (33)	143	35.1%

None

Value	Count	Frequency (%)
Ö	1	14.3%
ć	1	14.3%
š	1	14.3%
ï	1	14.3%
ë	1	14.3%
ü	1	14.3%
é	1	14.3%

nation
Categorical

Distinct	12
Distinct (%)	40.0%
Missing	0
Missing (%)	0.0%
Memory size	372.0 B

GER	15
ENG	2
FRA	2
BEL	2
NOR	2
Other values (7)	7

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	90
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	7 ?
Unique (%)	23.3%

Sample

1st row	SUI
2nd row	GER
3rd row	ENG
4th row	GER
5th row	GER

Common Values

Value	Count	Frequency (%)
GER	15	50.0%
ENG	2	6.7%
FRA	2	6.7%
BEL	2	6.7%
NOR	2	6.7%
SUI	1	3.3%
TUR	1	3.3%
CRO	1	3.3%
POR	1	3.3%
CIV	1	3.3%
Other values (2)	2	6.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
ger	15	50.0%
eng	2	6.7%
fra	2	6.7%
bel	2	6.7%
nor	2	6.7%
sui	1	3.3%
tur	1	3.3%
cro	1	3.3%
por	1	3.3%
civ	1	3.3%
Other values (2)	2	6.7%

Most occurring characters

Value	Count	Frequency (%)
R	22	24.4%
E	20	22.2%
G	17	18.9%
N	5	5.6%
O	4	4.4%
A	3	3.3%
U	3	3.3%
B	2	2.2%
L	2	2.2%
F	2	2.2%
Other values (7)	10	11.1%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	90	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
R	22	24.4%
E	20	22.2%
G	17	18.9%
N	5	5.6%
O	4	4.4%
A	3	3.3%
U	3	3.3%
B	2	2.2%
L	2	2.2%
F	2	2.2%
Other values (7)	10	11.1%

Most occurring scripts

Value	Count	Frequency (%)
Latin	90	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
R	22	24.4%
E	20	22.2%
G	17	18.9%
N	5	5.6%
O	4	4.4%
A	3	3.3%
U	3	3.3%
B	2	2.2%
L	2	2.2%
F	2	2.2%
Other values (7)	10	11.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	90	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
R	22	24.4%
E	20	22.2%
G	17	18.9%
N	5	5.6%
O	4	4.4%
A	3	3.3%
U	3	3.3%
B	2	2.2%
L	2	2.2%
F	2	2.2%
Other values (7)	10	11.1%

pos
Categorical

Distinct	4
Distinct (%)	13.3%
Missing	0
Missing (%)	0.0%
Memory size	372.0 B

DF	12
FW	9
MF	7
GK	2

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	60
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	GK
2nd row	GK
3rd row	MF
4th row	MF
5th row	MF

Common Values

Value	Count	Frequency (%)
DF	12	40.0%
FW	9	30.0%
MF	7	23.3%
GK	2	6.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
df	12	40.0%
fw	9	30.0%
mf	7	23.3%
gk	2	6.7%

Most occurring characters

Value	Count	Frequency (%)
F	28	46.7%
D	12	20.0%
W	9	15.0%
M	7	11.7%
G	2	3.3%
K	2	3.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	60	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
F	28	46.7%
D	12	20.0%
W	9	15.0%
M	7	11.7%
G	2	3.3%
K	2	3.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	60	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
F	28	46.7%
D	12	20.0%
W	9	15.0%
M	7	11.7%
G	2	3.3%
K	2	3.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	60	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
F	28	46.7%
D	12	20.0%
W	9	15.0%
M	7	11.7%
G	2	3.3%
K	2	3.3%

squad
Categorical

Distinct	1
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Memory size	372.0 B

Dortmund	30

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	240
Distinct characters	8
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Dortmund
2nd row	Dortmund
3rd row	Dortmund
4th row	Dortmund
5th row	Dortmund

Common Values

Value	Count	Frequency (%)
Dortmund	30	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
dortmund	30	100.0%

Most occurring characters

Value	Count	Frequency (%)
D	30	12.5%
o	30	12.5%
r	30	12.5%
t	30	12.5%
m	30	12.5%
u	30	12.5%
n	30	12.5%
d	30	12.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	210	87.5%
Uppercase Letter	30	12.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	30	14.3%
r	30	14.3%
t	30	14.3%
m	30	14.3%
u	30	14.3%
n	30	14.3%
d	30	14.3%

Uppercase Letter

Value	Count	Frequency (%)
D	30	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	240	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
D	30	12.5%
o	30	12.5%
r	30	12.5%
t	30	12.5%
m	30	12.5%
u	30	12.5%
n	30	12.5%
d	30	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	240	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
D	30	12.5%
o	30	12.5%
r	30	12.5%
t	30	12.5%
m	30	12.5%
u	30	12.5%
n	30	12.5%
d	30	12.5%

age
Real number (ℝ)

Distinct	17
Distinct (%)	56.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.333333

Minimum	18
Maximum	35
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	18
5-th percentile	18
Q1	22
median	25
Q3	28.75
95-th percentile	33.55
Maximum	35
Range	17
Interquartile range (IQR)	6.75

Descriptive statistics

Standard deviation	4.9013252
Coefficient of variation (CV)	0.19347336
Kurtosis	-0.75583598
Mean	25.333333
Median Absolute Deviation (MAD)	3.5
Skewness	0.2172052
Sum	760
Variance	24.022989
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
25	4	13.3%
27	4	13.3%
18	3	10.0%
19	2	6.7%
29	2	6.7%
22	2	6.7%
23	2	6.7%
24	2	6.7%
21	1	3.3%
35	1	3.3%
Other values (7)	7	23.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	3	10.0%
19	2	6.7%
20	1	3.3%
21	1	3.3%
22	2	6.7%
23	2	6.7%
24	2	6.7%
25	4	13.3%
27	4	13.3%
28	1	3.3%

Value	Count	Frequency (%)
35	1	3.3%
34	1	3.3%
33	1	3.3%
32	1	3.3%
31	1	3.3%
30	1	3.3%
29	2	6.7%
28	1	3.3%
27	4	13.3%
25	4	13.3%

born
Real number (ℝ)

Distinct	14
Distinct (%)	46.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1996.9667

Minimum	1988
Maximum	2004
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	1988
5-th percentile	1988.45
Q1	1994
median	1997
Q3	2000
95-th percentile	2004
Maximum	2004
Range	16
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.7668636
Coefficient of variation (CV)	0.0023870522
Kurtosis	-0.73535967
Mean	1996.9667
Median Absolute Deviation (MAD)	3
Skewness	-0.25414578
Sum	59909
Variance	22.722989
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
1997	3	10.0%
1999	3	10.0%
2004	3	10.0%
1991	2	6.7%
2003	2	6.7%
1996	2	6.7%
1994	2	6.7%
1998	2	6.7%
2000	2	6.7%
1993	2	6.7%
Other values (4)	7	23.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1988	2	6.7%
1989	1	3.3%
1991	2	6.7%
1993	2	6.7%
1994	2	6.7%
1995	2	6.7%
1996	2	6.7%
1997	3	10.0%
1998	2	6.7%
1999	3	10.0%

Value	Count	Frequency (%)
2004	3	10.0%
2003	2	6.7%
2002	2	6.7%
2000	2	6.7%
1999	3	10.0%
1998	2	6.7%
1997	3	10.0%
1996	2	6.7%
1995	2	6.7%
1994	2	6.7%

matches_played
Real number (ℝ)

Distinct	20
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.366667

Minimum	1
Maximum	30
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	1
5-th percentile	1
Q1	9.25
median	18.5
Q3	24
95-th percentile	28.1
Maximum	30
Range	29
Interquartile range (IQR)	14.75

Descriptive statistics

Standard deviation	9.5248616
Coefficient of variation (CV)	0.5819671
Kurtosis	-1.1434089
Mean	16.366667
Median Absolute Deviation (MAD)	5.5
Skewness	-0.45194592
Sum	491
Variance	90.722989
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
24	5	16.7%
1	4	13.3%
14	2	6.7%
22	2	6.7%
27	2	6.7%
18	1	3.3%
23	1	3.3%
16	1	3.3%
15	1	3.3%
21	1	3.3%
Other values (10)	10	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	4	13.3%
2	1	3.3%
3	1	3.3%
7	1	3.3%
9	1	3.3%
10	1	3.3%
13	1	3.3%
14	2	6.7%
15	1	3.3%
16	1	3.3%

Value	Count	Frequency (%)
30	1	3.3%
29	1	3.3%
27	2	6.7%
26	1	3.3%
24	5	16.7%
23	1	3.3%
22	2	6.7%
21	1	3.3%
19	1	3.3%
18	1	3.3%

starts
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	15
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.766667

Minimum	0
Maximum	29
Zeros	6
Zeros (%)	20.0%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	12
Q3	18.5
95-th percentile	26.55
Maximum	29
Range	29
Interquartile range (IQR)	14.5

Descriptive statistics

Standard deviation	9.3021441
Coefficient of variation (CV)	0.79055049
Kurtosis	-1.1765546
Mean	11.766667
Median Absolute Deviation (MAD)	8
Skewness	0.2271121
Sum	353
Variance	86.529885
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	6	20.0%
7	3	10.0%
17	3	10.0%
4	3	10.0%
14	3	10.0%
24	2	6.7%
12	2	6.7%
29	1	3.3%
26	1	3.3%
21	1	3.3%
Other values (5)	5	16.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	20.0%
2	1	3.3%
4	3	10.0%
7	3	10.0%
11	1	3.3%
12	2	6.7%
14	3	10.0%
17	3	10.0%
19	1	3.3%
20	1	3.3%

Value	Count	Frequency (%)
29	1	3.3%
27	1	3.3%
26	1	3.3%
24	2	6.7%
21	1	3.3%
20	1	3.3%
19	1	3.3%
17	3	10.0%
14	3	10.0%
12	2	6.7%

minutes
Real number (ℝ)

HIGH CORRELATION UNIQUE

Distinct	30
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1057.5667

Minimum	11
Maximum	2601
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	11
5-th percentile	17.05
Q1	481.25
median	1060.5
Q3	1603.75
95-th percentile	2218.6
Maximum	2601
Range	2590
Interquartile range (IQR)	1122.5

Descriptive statistics

Standard deviation	778.54602
Coefficient of variation (CV)	0.73616732
Kurtosis	-1.0204336
Mean	1057.5667
Median Absolute Deviation (MAD)	583
Skewness	0.23075643
Sum	31727
Variance	606133.91
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
2160	1	3.3%
630	1	3.3%
22	1	3.3%
1084	1	3.3%
802	1	3.3%
1487	1	3.3%
464	1	3.3%
967	1	3.3%
533	1	3.3%
1186	1	3.3%
Other values (20)	20	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	1	3.3%
13	1	3.3%
22	1	3.3%
26	1	3.3%
45	1	3.3%
64	1	3.3%
337	1	3.3%
464	1	3.3%
533	1	3.3%
574	1	3.3%

Value	Count	Frequency (%)
2601	1	3.3%
2251	1	3.3%
2179	1	3.3%
2160	1	3.3%
2089	1	3.3%
1848	1	3.3%
1781	1	3.3%
1630	1	3.3%
1525	1	3.3%
1487	1	3.3%

goals
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	9
Distinct (%)	30.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3666667

Minimum	0
Maximum	8
Zeros	13
Zeros (%)	43.3%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	4.75
95-th percentile	7.55
Maximum	8
Range	8
Interquartile range (IQR)	4.75

Descriptive statistics

Standard deviation	2.8585424
Coefficient of variation (CV)	1.2078348
Kurtosis	-0.83669795
Mean	2.3666667
Median Absolute Deviation (MAD)	1
Skewness	0.85548897
Sum	71
Variance	8.1712644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	13	43.3%
1	4	13.3%
6	3	10.0%
7	2	6.7%
8	2	6.7%
2	2	6.7%
3	2	6.7%
4	1	3.3%
5	1	3.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	43.3%
1	4	13.3%
2	2	6.7%
3	2	6.7%
4	1	3.3%
5	1	3.3%
6	3	10.0%
7	2	6.7%
8	2	6.7%

Value	Count	Frequency (%)
8	2	6.7%
7	2	6.7%
6	3	10.0%
5	1	3.3%
4	1	3.3%
3	2	6.7%
2	2	6.7%
1	4	13.3%
0	13	43.3%

assists
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	7
Distinct (%)	23.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8666667

Minimum	0
Maximum	12
Zeros	14
Zeros (%)	46.7%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	6.65
Maximum	12
Range	12
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.7883172
Coefficient of variation (CV)	1.4937413
Kurtosis	5.3062138
Mean	1.8666667
Median Absolute Deviation (MAD)	1
Skewness	2.1307783
Sum	56
Variance	7.7747126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	14	46.7%
1	6	20.0%
4	4	13.3%
3	3	10.0%
8	1	3.3%
12	1	3.3%
5	1	3.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	46.7%
1	6	20.0%
3	3	10.0%
4	4	13.3%
5	1	3.3%
8	1	3.3%
12	1	3.3%

Value	Count	Frequency (%)
12	1	3.3%
8	1	3.3%
5	1	3.3%
4	4	13.3%
3	3	10.0%
1	6	20.0%
0	14	46.7%

yellow_card
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8
Distinct (%)	26.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1333333

Minimum	0
Maximum	8
Zeros	10
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.5
Q3	3
95-th percentile	7.55
Maximum	8
Range	8
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.4315928
Coefficient of variation (CV)	1.1398091
Kurtosis	0.79620807
Mean	2.1333333
Median Absolute Deviation (MAD)	1.5
Skewness	1.2677714
Sum	64
Variance	5.9126437
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	10	33.3%
2	6	20.0%
1	5	16.7%
4	3	10.0%
8	2	6.7%
3	2	6.7%
7	1	3.3%
6	1	3.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	33.3%
1	5	16.7%
2	6	20.0%
3	2	6.7%
4	3	10.0%
6	1	3.3%
7	1	3.3%
8	2	6.7%

Value	Count	Frequency (%)
8	2	6.7%
7	1	3.3%
6	1	3.3%
4	3	10.0%
3	2	6.7%
2	6	20.0%
1	5	16.7%
0	10	33.3%

red_card
Categorical

Distinct	1
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Memory size	372.0 B

0	30

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	30
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	30	100.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	30	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	30	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	30	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	30	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	30	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	30	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	30	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	30	100.0%

xG
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21
Distinct (%)	70.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0633333

Minimum	0
Maximum	7.3
Zeros	7
Zeros (%)	23.3%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.125
median	1.3
Q3	3.85
95-th percentile	6.685
Maximum	7.3
Range	7.3
Interquartile range (IQR)	3.725

Descriptive statistics

Standard deviation	2.2965466
Coefficient of variation (CV)	1.1130274
Kurtosis	-0.17934459
Mean	2.0633333
Median Absolute Deviation (MAD)	1.3
Skewness	1.0019338
Sum	61.9
Variance	5.2741264
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	7	23.3%
1.3	2	6.7%
0.2	2	6.7%
1.7	2	6.7%
1.6	1	3.3%
6.3	1	3.3%
4.3	1	3.3%
7.3	1	3.3%
5.1	1	3.3%
2.4	1	3.3%
Other values (11)	11	36.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	23.3%
0.1	1	3.3%
0.2	2	6.7%
0.4	1	3.3%
0.5	1	3.3%
0.7	1	3.3%
1.1	1	3.3%
1.3	2	6.7%
1.6	1	3.3%
1.7	2	6.7%

Value	Count	Frequency (%)
7.3	1	3.3%
7	1	3.3%
6.3	1	3.3%
5.1	1	3.3%
4.7	1	3.3%
4.6	1	3.3%
4.3	1	3.3%
4.1	1	3.3%
3.1	1	3.3%
2.4	1	3.3%

npxG
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	21
Distinct (%)	70.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.9566667

Minimum	0
Maximum	7.3
Zeros	7
Zeros (%)	23.3%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.125
median	1.2
Q3	3.45
95-th percentile	6.685
Maximum	7.3
Range	7.3
Interquartile range (IQR)	3.325

Descriptive statistics

Standard deviation	2.2472486
Coefficient of variation (CV)	1.1485087
Kurtosis	0.22936696
Mean	1.9566667
Median Absolute Deviation (MAD)	1.2
Skewness	1.1318518
Sum	58.7
Variance	5.0501264
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
0	7	23.3%
0.5	2	6.7%
0.2	2	6.7%
1.7	2	6.7%
1.1	1	3.3%
6.3	1	3.3%
4.3	1	3.3%
7.3	1	3.3%
1.3	1	3.3%
5.1	1	3.3%
Other values (11)	11	36.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	23.3%
0.1	1	3.3%
0.2	2	6.7%
0.4	1	3.3%
0.5	2	6.7%
0.7	1	3.3%
1.1	1	3.3%
1.3	1	3.3%
1.6	1	3.3%
1.7	2	6.7%

Value	Count	Frequency (%)
7.3	1	3.3%
7	1	3.3%
6.3	1	3.3%
5.1	1	3.3%
4.3	1	3.3%
4.1	1	3.3%
3.9	1	3.3%
3.8	1	3.3%
2.4	1	3.3%
2.3	1	3.3%

xAG
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	20
Distinct (%)	66.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5533333

Minimum	0
Maximum	8.8
Zeros	7
Zeros (%)	23.3%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.4
median	0.85
Q3	2.05
95-th percentile	5.44
Maximum	8.8
Range	8.8
Interquartile range (IQR)	1.65

Descriptive statistics

Standard deviation	2.0343148
Coefficient of variation (CV)	1.3096447
Kurtosis	5.5040738
Mean	1.5533333
Median Absolute Deviation (MAD)	0.85
Skewness	2.244414
Sum	46.6
Variance	4.1384368
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	7	23.3%
0.5	2	6.7%
0.4	2	6.7%
1.1	2	6.7%
0.7	2	6.7%
8.8	1	3.3%
2.1	1	3.3%
6.7	1	3.3%
0.8	1	3.3%
0.6	1	3.3%
Other values (10)	10	33.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	23.3%
0.4	2	6.7%
0.5	2	6.7%
0.6	1	3.3%
0.7	2	6.7%
0.8	1	3.3%
0.9	1	3.3%
1	1	3.3%
1.1	2	6.7%
1.2	1	3.3%

Value	Count	Frequency (%)
8.8	1	3.3%
6.7	1	3.3%
3.9	1	3.3%
3.6	1	3.3%
3.4	1	3.3%
2.6	1	3.3%
2.2	1	3.3%
2.1	1	3.3%
1.9	1	3.3%
1.5	1	3.3%

PrgC
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	73.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22.6

Minimum	0
Maximum	91
Zeros	4
Zeros (%)	13.3%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.25
median	18.5
Q3	36.75
95-th percentile	69.5
Maximum	91
Range	91
Interquartile range (IQR)	34.5

Descriptive statistics

Standard deviation	24.519661
Coefficient of variation (CV)	1.0849408
Kurtosis	0.88167324
Mean	22.6
Median Absolute Deviation (MAD)	17
Skewness	1.2029532
Sum	678
Variance	601.21379
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	4	13.3%
1	3	10.0%
20	2	6.7%
42	2	6.7%
5	2	6.7%
3	1	3.3%
74	1	3.3%
21	1	3.3%
24	1	3.3%
51	1	3.3%
Other values (12)	12	40.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	13.3%
1	3	10.0%
2	1	3.3%
3	1	3.3%
5	2	6.7%
6	1	3.3%
7	1	3.3%
9	1	3.3%
17	1	3.3%
20	2	6.7%

Value	Count	Frequency (%)
91	1	3.3%
74	1	3.3%
64	1	3.3%
52	1	3.3%
51	1	3.3%
42	2	6.7%
39	1	3.3%
30	1	3.3%
28	1	3.3%
24	1	3.3%

PrgP
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	48.633333

Minimum	0
Maximum	242
Zeros	3
Zeros (%)	10.0%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7.25
median	29
Q3	75
95-th percentile	161.85
Maximum	242
Range	242
Interquartile range (IQR)	67.75

Descriptive statistics

Standard deviation	58.124411
Coefficient of variation (CV)	1.1951558
Kurtosis	3.3301691
Mean	48.633333
Median Absolute Deviation (MAD)	24.5
Skewness	1.785676
Sum	1459
Variance	3378.4471
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	3	10.0%
75	3	10.0%
104	2	6.7%
1	2	6.7%
44	1	3.3%
11	1	3.3%
7	1	3.3%
48	1	3.3%
28	1	3.3%
17	1	3.3%
Other values (14)	14	46.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	10.0%
1	2	6.7%
3	1	3.3%
6	1	3.3%
7	1	3.3%
8	1	3.3%
9	1	3.3%
11	1	3.3%
17	1	3.3%
22	1	3.3%

Value	Count	Frequency (%)
242	1	3.3%
165	1	3.3%
158	1	3.3%
104	2	6.7%
87	1	3.3%
75	3	10.0%
48	1	3.3%
45	1	3.3%
44	1	3.3%
37	1	3.3%

PrgR
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22
Distinct (%)	73.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	48.2

Minimum	0
Maximum	187
Zeros	4
Zeros (%)	13.3%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	36.5
Q3	54.25
95-th percentile	146.35
Maximum	187
Range	187
Interquartile range (IQR)	50.25

Descriptive statistics

Standard deviation	52.99473
Coefficient of variation (CV)	1.0994757
Kurtosis	0.48521555
Mean	48.2
Median Absolute Deviation (MAD)	32.5
Skewness	1.1847588
Sum	1446
Variance	2808.4414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	4	13.3%
4	2	6.7%
50	2	6.7%
2	2	6.7%
118	2	6.7%
52	2	6.7%
32	1	3.3%
35	1	3.3%
154	1	3.3%
38	1	3.3%
Other values (12)	12	40.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	13.3%
2	2	6.7%
3	1	3.3%
4	2	6.7%
6	1	3.3%
9	1	3.3%
14	1	3.3%
21	1	3.3%
32	1	3.3%
35	1	3.3%

Value	Count	Frequency (%)
187	1	3.3%
154	1	3.3%
137	1	3.3%
134	1	3.3%
118	2	6.7%
73	1	3.3%
55	1	3.3%
52	2	6.7%
51	1	3.3%
50	2	6.7%

goals_against
Categorical

HIGH CORRELATION MISSING UNIFORM

Distinct	2
Distinct (%)	100.0%
Missing	28
Missing (%)	93.3%
Memory size	372.0 B

28.0	1
12.0	1

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	8
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	100.0%

Sample

1st row	28.0
2nd row	12.0

Common Values

Value	Count	Frequency (%)
28.0	1	3.3%
12.0	1	3.3%
(Missing)	28	93.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
28.0	1	50.0%
12.0	1	50.0%

Most occurring characters

Value	Count	Frequency (%)
2	2	25.0%
.	2	25.0%
0	2	25.0%
8	1	12.5%
1	1	12.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6	75.0%
Other Punctuation	2	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	2	33.3%
0	2	33.3%
8	1	16.7%
1	1	16.7%

Other Punctuation

Value	Count	Frequency (%)
.	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	8	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	2	25.0%
.	2	25.0%
0	2	25.0%
8	1	12.5%
1	1	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	2	25.0%
.	2	25.0%
0	2	25.0%
8	1	12.5%
1	1	12.5%

shots_on_target_against
Categorical

HIGH CORRELATION MISSING UNIFORM

Distinct	2
Distinct (%)	100.0%
Missing	28
Missing (%)	93.3%
Memory size	372.0 B

107.0	1
32.0	1

Length

Max length	5
Median length	4.5
Mean length	4.5
Min length	4

Characters and Unicode

Total characters	9
Distinct characters	6
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	100.0%

Sample

1st row	107.0
2nd row	32.0

Common Values

Value	Count	Frequency (%)
107.0	1	3.3%
32.0	1	3.3%
(Missing)	28	93.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
107.0	1	50.0%
32.0	1	50.0%

Most occurring characters

Value	Count	Frequency (%)
0	3	33.3%
.	2	22.2%
1	1	11.1%
7	1	11.1%
3	1	11.1%
2	1	11.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7	77.8%
Other Punctuation	2	22.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3	42.9%
1	1	14.3%
7	1	14.3%
3	1	14.3%
2	1	14.3%

Other Punctuation

Value	Count	Frequency (%)
.	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	9	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3	33.3%
.	2	22.2%
1	1	11.1%
7	1	11.1%
3	1	11.1%
2	1	11.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	9	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3	33.3%
.	2	22.2%
1	1	11.1%
7	1	11.1%
3	1	11.1%
2	1	11.1%

saves
Categorical

HIGH CORRELATION MISSING UNIFORM

Distinct	2
Distinct (%)	100.0%
Missing	28
Missing (%)	93.3%
Memory size	372.0 B

80.0	1
20.0	1

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	8
Distinct characters	4
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	100.0%

Sample

1st row	80.0
2nd row	20.0

Common Values

Value	Count	Frequency (%)
80.0	1	3.3%
20.0	1	3.3%
(Missing)	28	93.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
80.0	1	50.0%
20.0	1	50.0%

Most occurring characters

Value	Count	Frequency (%)
0	4	50.0%
.	2	25.0%
8	1	12.5%
2	1	12.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6	75.0%
Other Punctuation	2	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4	66.7%
8	1	16.7%
2	1	16.7%

Other Punctuation

Value	Count	Frequency (%)
.	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	8	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4	50.0%
.	2	25.0%
8	1	12.5%
2	1	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4	50.0%
.	2	25.0%
8	1	12.5%
2	1	12.5%

save_pct
Categorical

HIGH CORRELATION MISSING UNIFORM

Distinct	2
Distinct (%)	100.0%
Missing	28
Missing (%)	93.3%
Memory size	372.0 B

73.8	1
62.5	1

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	8
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	100.0%

Sample

1st row	73.8
2nd row	62.5

Common Values

Value	Count	Frequency (%)
73.8	1	3.3%
62.5	1	3.3%
(Missing)	28	93.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
73.8	1	50.0%
62.5	1	50.0%

Most occurring characters

Value	Count	Frequency (%)
.	2	25.0%
7	1	12.5%
3	1	12.5%
8	1	12.5%
6	1	12.5%
2	1	12.5%
5	1	12.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6	75.0%
Other Punctuation	2	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
7	1	16.7%
3	1	16.7%
8	1	16.7%
6	1	16.7%
2	1	16.7%
5	1	16.7%

Other Punctuation

Value	Count	Frequency (%)
.	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	8	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
.	2	25.0%
7	1	12.5%
3	1	12.5%
8	1	12.5%
6	1	12.5%
2	1	12.5%
5	1	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
.	2	25.0%
7	1	12.5%
3	1	12.5%
8	1	12.5%
6	1	12.5%
2	1	12.5%
5	1	12.5%

clean_sheets
Categorical

HIGH CORRELATION MISSING UNIFORM

Distinct	2
Distinct (%)	100.0%
Missing	28
Missing (%)	93.3%
Memory size	372.0 B

10.0	1
1.0	1

Length

Max length	4
Median length	3.5
Mean length	3.5
Min length	3

Characters and Unicode

Total characters	7
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	100.0%

Sample

1st row	10.0
2nd row	1.0

Common Values

Value	Count	Frequency (%)
10.0	1	3.3%
1.0	1	3.3%
(Missing)	28	93.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
10.0	1	50.0%
1.0	1	50.0%

Most occurring characters

Value	Count	Frequency (%)
0	3	42.9%
1	2	28.6%
.	2	28.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	5	71.4%
Other Punctuation	2	28.6%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3	60.0%
1	2	40.0%

Other Punctuation

Value	Count	Frequency (%)
.	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3	42.9%
1	2	28.6%
.	2	28.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3	42.9%
1	2	28.6%
.	2	28.6%

clean_sheets_pct
Categorical

HIGH CORRELATION MISSING UNIFORM

Distinct	2
Distinct (%)	100.0%
Missing	28
Missing (%)	93.3%
Memory size	372.0 B

41.7	1
14.3	1

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	8
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	100.0%

Sample

1st row	41.7
2nd row	14.3

Common Values

Value	Count	Frequency (%)
41.7	1	3.3%
14.3	1	3.3%
(Missing)	28	93.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
41.7	1	50.0%
14.3	1	50.0%

Most occurring characters

Value	Count	Frequency (%)
4	2	25.0%
1	2	25.0%
.	2	25.0%
7	1	12.5%
3	1	12.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6	75.0%
Other Punctuation	2	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	2	33.3%
1	2	33.3%
7	1	16.7%
3	1	16.7%

Other Punctuation

Value	Count	Frequency (%)
.	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	8	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	2	25.0%
1	2	25.0%
.	2	25.0%
7	1	12.5%
3	1	12.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	2	25.0%
1	2	25.0%
.	2	25.0%
7	1	12.5%
3	1	12.5%

penalty_kicks_against
Categorical

CONSTANT MISSING

Distinct	1
Distinct (%)	50.0%
Missing	28
Missing (%)	93.3%
Memory size	372.0 B

0.0	2

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	6
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0

Common Values

Value	Count	Frequency (%)
0.0	2	6.7%
(Missing)	28	93.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	2	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	4	66.7%
.	2	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4	66.7%
Other Punctuation	2	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	6	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4	66.7%
.	2	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4	66.7%
.	2	33.3%

penalty_kicks_saved
Categorical

CONSTANT MISSING

Distinct	1
Distinct (%)	50.0%
Missing	28
Missing (%)	93.3%
Memory size	372.0 B

0.0	2

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	6
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0

Common Values

Value	Count	Frequency (%)
0.0	2	6.7%
(Missing)	28	93.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	2	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	4	66.7%
.	2	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4	66.7%
Other Punctuation	2	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	6	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4	66.7%
.	2	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4	66.7%
.	2	33.3%

penalty_kicks_missed
Categorical

CONSTANT MISSING

Distinct	1
Distinct (%)	50.0%
Missing	28
Missing (%)	93.3%
Memory size	372.0 B

0.0	2

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	6
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0

Common Values

Value	Count	Frequency (%)
0.0	2	6.7%
(Missing)	28	93.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	2	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	4	66.7%
.	2	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	4	66.7%
Other Punctuation	2	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	4	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	2	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	6	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	4	66.7%
.	2	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	4	66.7%
.	2	33.3%

passes_completed
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	7
Distinct (%)	100.0%
Missing	23
Missing (%)	76.7%
Infinite	0
Infinite (%)	0.0%
Mean	665.71429

Minimum	6
Maximum	1289
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	6
5-th percentile	68.1
Q1	310.5
median	835
Q3	954.5
95-th percentile	1190
Maximum	1289
Range	1283
Interquartile range (IQR)	644

Descriptive statistics

Standard deviation	463.78289
Coefficient of variation (CV)	0.69666958
Kurtosis	-1.3501293
Mean	665.71429
Median Absolute Deviation (MAD)	427
Skewness	-0.23818578
Sum	4660
Variance	215094.57
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1289	1	3.3%
959	1	3.3%
950	1	3.3%
213	1	3.3%
835	1	3.3%
6	1	3.3%
408	1	3.3%
(Missing)	23	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6	1	3.3%
213	1	3.3%
408	1	3.3%
835	1	3.3%
950	1	3.3%
959	1	3.3%
1289	1	3.3%

Value	Count	Frequency (%)
1289	1	3.3%
959	1	3.3%
950	1	3.3%
835	1	3.3%
408	1	3.3%
213	1	3.3%
6	1	3.3%

passed_attempted
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	7
Distinct (%)	100.0%
Missing	23
Missing (%)	76.7%
Infinite	0
Infinite (%)	0.0%
Mean	804

Minimum	7
Maximum	1584
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	7
5-th percentile	82.6
Q1	387
median	951
Q3	1156
95-th percentile	1482.6
Maximum	1584
Range	1577
Interquartile range (IQR)	769

Descriptive statistics

Standard deviation	564.17669
Coefficient of variation (CV)	0.7017123
Kurtosis	-1.1982524
Mean	804
Median Absolute Deviation (MAD)	436
Skewness	-0.1432078
Sum	5628
Variance	318295.33
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1584	1	3.3%
1246	1	3.3%
1066	1	3.3%
259	1	3.3%
951	1	3.3%
7	1	3.3%
515	1	3.3%
(Missing)	23	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7	1	3.3%
259	1	3.3%
515	1	3.3%
951	1	3.3%
1066	1	3.3%
1246	1	3.3%
1584	1	3.3%

Value	Count	Frequency (%)
1584	1	3.3%
1246	1	3.3%
1066	1	3.3%
951	1	3.3%
515	1	3.3%
259	1	3.3%
7	1	3.3%

passes_completed_pct
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	7
Distinct (%)	100.0%
Missing	23
Missing (%)	76.7%
Infinite	0
Infinite (%)	0.0%
Mean	83.2

Minimum	77
Maximum	89.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	77
5-th percentile	77.66
Q1	80.3
median	82.2
Q3	86.75
95-th percentile	88.71
Maximum	89.1
Range	12.1
Interquartile range (IQR)	6.45

Descriptive statistics

Standard deviation	4.4888751
Coefficient of variation (CV)	0.053952826
Kurtosis	-1.4419718
Mean	83.2
Median Absolute Deviation (MAD)	3.5
Skewness	0.023681374
Sum	582.4
Variance	20.15
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
81.4	1	3.3%
77	1	3.3%
89.1	1	3.3%
82.2	1	3.3%
87.8	1	3.3%
85.7	1	3.3%
79.2	1	3.3%
(Missing)	23	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
77	1	3.3%
79.2	1	3.3%
81.4	1	3.3%
82.2	1	3.3%
85.7	1	3.3%
87.8	1	3.3%
89.1	1	3.3%

Value	Count	Frequency (%)
89.1	1	3.3%
87.8	1	3.3%
85.7	1	3.3%
82.2	1	3.3%
81.4	1	3.3%
79.2	1	3.3%
77	1	3.3%

total_passing_distance
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	7
Distinct (%)	100.0%
Missing	23
Missing (%)	76.7%
Infinite	0
Infinite (%)	0.0%
Mean	11036.429

Minimum	69
Maximum	22608
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	69
5-th percentile	1230.6
Q1	4627.5
median	13273
Q3	16025
95-th percentile	20972.1
Maximum	22608
Range	22539
Interquartile range (IQR)	11397.5

Descriptive statistics

Standard deviation	8109.7143
Coefficient of variation (CV)	0.73481328
Kurtosis	-1.3375792
Mean	11036.429
Median Absolute Deviation (MAD)	7959
Skewness	-0.0072947315
Sum	77255
Variance	65767465
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
22608	1	3.3%
14895	1	3.3%
17155	1	3.3%
3941	1	3.3%
13273	1	3.3%
69	1	3.3%
5314	1	3.3%
(Missing)	23	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
69	1	3.3%
3941	1	3.3%
5314	1	3.3%
13273	1	3.3%
14895	1	3.3%
17155	1	3.3%
22608	1	3.3%

Value	Count	Frequency (%)
22608	1	3.3%
17155	1	3.3%
14895	1	3.3%
13273	1	3.3%
5314	1	3.3%
3941	1	3.3%
69	1	3.3%

progressive_passing_distance
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	7
Distinct (%)	100.0%
Missing	23
Missing (%)	76.7%
Infinite	0
Infinite (%)	0.0%
Mean	3129

Minimum	32
Maximum	7020
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	32
5-th percentile	376.1
Q1	1207
median	3724
Q3	4356.5
95-th percentile	6407.4
Maximum	7020
Range	6988
Interquartile range (IQR)	3149.5

Descriptive statistics

Standard deviation	2458.3561
Coefficient of variation (CV)	0.78566829
Kurtosis	-0.79407383
Mean	3129
Median Absolute Deviation (MAD)	2489
Skewness	0.34158941
Sum	21903
Variance	6043514.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
7020	1	3.3%
3735	1	3.3%
4978	1	3.3%
1179	1	3.3%
3724	1	3.3%
32	1	3.3%
1235	1	3.3%
(Missing)	23	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
32	1	3.3%
1179	1	3.3%
1235	1	3.3%
3724	1	3.3%
3735	1	3.3%
4978	1	3.3%
7020	1	3.3%

Value	Count	Frequency (%)
7020	1	3.3%
4978	1	3.3%
3735	1	3.3%
3724	1	3.3%
1235	1	3.3%
1179	1	3.3%
32	1	3.3%

key_passes
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	7
Distinct (%)	100.0%
Missing	23
Missing (%)	76.7%
Infinite	0
Infinite (%)	0.0%
Mean	19.714286

Minimum	0
Maximum	64
Zeros	1
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	1.2
Q1	5.5
median	13
Q3	25
95-th percentile	54.4
Maximum	64
Range	64
Interquartile range (IQR)	19.5

Descriptive statistics

Standard deviation	22.201459
Coefficient of variation (CV)	1.1261609
Kurtosis	2.4932846
Mean	19.714286
Median Absolute Deviation (MAD)	9
Skewness	1.5949676
Sum	138
Variance	492.90476
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
32	1	3.3%
64	1	3.3%
13	1	3.3%
4	1	3.3%
7	1	3.3%
0	1	3.3%
18	1	3.3%
(Missing)	23	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	3.3%
4	1	3.3%
7	1	3.3%
13	1	3.3%
18	1	3.3%
32	1	3.3%
64	1	3.3%

Value	Count	Frequency (%)
64	1	3.3%
32	1	3.3%
18	1	3.3%
13	1	3.3%
7	1	3.3%
4	1	3.3%
0	1	3.3%

final_third_passes
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	7
Distinct (%)	100.0%
Missing	23
Missing (%)	76.7%
Infinite	0
Infinite (%)	0.0%
Mean	62

Minimum	2
Maximum	182
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	2
5-th percentile	8
Q1	23.5
median	51
Q3	76
95-th percentile	151.1
Maximum	182
Range	180
Interquartile range (IQR)	52.5

Descriptive statistics

Standard deviation	59.86095
Coefficient of variation (CV)	0.96549919
Kurtosis	2.7725581
Mean	62
Median Absolute Deviation (MAD)	28
Skewness	1.5253676
Sum	434
Variance	3583.3333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
182	1	3.3%
51	1	3.3%
79	1	3.3%
25	1	3.3%
73	1	3.3%
2	1	3.3%
22	1	3.3%
(Missing)	23	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	3.3%
22	1	3.3%
25	1	3.3%
51	1	3.3%
73	1	3.3%
79	1	3.3%
182	1	3.3%

Value	Count	Frequency (%)
182	1	3.3%
79	1	3.3%
73	1	3.3%
51	1	3.3%
25	1	3.3%
22	1	3.3%
2	1	3.3%

passes_into_penalty_area
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	7
Distinct (%)	100.0%
Missing	23
Missing (%)	76.7%
Infinite	0
Infinite (%)	0.0%
Mean	13.857143

Minimum	0
Maximum	44
Zeros	1
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0.3
Q1	2.5
median	5
Q3	21.5
95-th percentile	41.6
Maximum	44
Range	44
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	18.160659
Coefficient of variation (CV)	1.310563
Kurtosis	-0.4750624
Mean	13.857143
Median Absolute Deviation (MAD)	4
Skewness	1.2264773
Sum	97
Variance	329.80952
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
44	1	3.3%
36	1	3.3%
4	1	3.3%
1	1	3.3%
5	1	3.3%
0	1	3.3%
7	1	3.3%
(Missing)	23	76.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	3.3%
1	1	3.3%
4	1	3.3%
5	1	3.3%
7	1	3.3%
36	1	3.3%
44	1	3.3%

Value	Count	Frequency (%)
44	1	3.3%
36	1	3.3%
7	1	3.3%
5	1	3.3%
4	1	3.3%
1	1	3.3%
0	1	3.3%

crosses_into_penalty_area
Categorical

HIGH CORRELATION MISSING

Distinct	4
Distinct (%)	57.1%
Missing	23
Missing (%)	76.7%
Memory size	372.0 B

0.0	3
1.0	2
3.0	1
7.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	21
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2 ?
Unique (%)	28.6%

Sample

1st row	3.0
2nd row	7.0
3rd row	0.0
4th row	0.0
5th row	1.0

Common Values

Value	Count	Frequency (%)
0.0	3	10.0%
1.0	2	6.7%
3.0	1	3.3%
7.0	1	3.3%
(Missing)	23	76.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	3	42.9%
1.0	2	28.6%
3.0	1	14.3%
7.0	1	14.3%

Most occurring characters

Value	Count	Frequency (%)
0	10	47.6%
.	7	33.3%
1	2	9.5%
3	1	4.8%
7	1	4.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	14	66.7%
Other Punctuation	7	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	10	71.4%
1	2	14.3%
3	1	7.1%
7	1	7.1%

Other Punctuation

Value	Count	Frequency (%)
.	7	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	21	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	10	47.6%
.	7	33.3%
1	2	9.5%
3	1	4.8%
7	1	4.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	21	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	10	47.6%
.	7	33.3%
1	2	9.5%
3	1	4.8%
7	1	4.8%

tackles
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	8
Distinct (%)	66.7%
Missing	18
Missing (%)	60.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.75

Minimum	0
Maximum	37
Zeros	2
Zeros (%)	6.7%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	12
Q3	16
95-th percentile	33.7
Maximum	37
Range	37
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	12.016088
Coefficient of variation (CV)	0.94243825
Kurtosis	0.11945427
Mean	12.75
Median Absolute Deviation (MAD)	9
Skewness	0.8285052
Sum	153
Variance	144.38636
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	2	6.7%
10	2	6.7%
1	2	6.7%
15	2	6.7%
19	1	3.3%
31	1	3.3%
37	1	3.3%
14	1	3.3%
(Missing)	18	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	6.7%
1	2	6.7%
10	2	6.7%
14	1	3.3%
15	2	6.7%
19	1	3.3%
31	1	3.3%
37	1	3.3%

Value	Count	Frequency (%)
37	1	3.3%
31	1	3.3%
19	1	3.3%
15	2	6.7%
14	1	3.3%
10	2	6.7%
1	2	6.7%
0	2	6.7%

attempts
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	9
Distinct (%)	75.0%
Missing	18
Missing (%)	60.0%
Infinite	0
Infinite (%)	0.0%
Mean	21

Minimum	0
Maximum	53
Zeros	2
Zeros (%)	6.7%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	22
Q3	28.25
95-th percentile	51.35
Maximum	53
Range	53
Interquartile range (IQR)	27.25

Descriptive statistics

Standard deviation	18.561936
Coefficient of variation (CV)	0.8839017
Kurtosis	-0.73742198
Mean	21
Median Absolute Deviation (MAD)	15.5
Skewness	0.4167521
Sum	252
Variance	344.54545
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	2	6.7%
1	2	6.7%
27	2	6.7%
32	1	3.3%
50	1	3.3%
17	1	3.3%
53	1	3.3%
18	1	3.3%
26	1	3.3%
(Missing)	18	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	6.7%
1	2	6.7%
17	1	3.3%
18	1	3.3%
26	1	3.3%
27	2	6.7%
32	1	3.3%
50	1	3.3%
53	1	3.3%

Value	Count	Frequency (%)
53	1	3.3%
50	1	3.3%
32	1	3.3%
27	2	6.7%
26	1	3.3%
18	1	3.3%
17	1	3.3%
1	2	6.7%
0	2	6.7%

tackles_pct
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	7
Distinct (%)	70.0%
Missing	20
Missing (%)	66.7%
Infinite	0
Infinite (%)	0.0%
Mean	67.06

Minimum	53.8
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	53.8
5-th percentile	54.61
Q1	55.6
median	59.1
Q3	67.85
95-th percentile	100
Maximum	100
Range	46.2
Interquartile range (IQR)	12.25

Descriptive statistics

Standard deviation	17.950314
Coefficient of variation (CV)	0.26767543
Kurtosis	0.80292197
Mean	67.06
Median Absolute Deviation (MAD)	3.5
Skewness	1.5251794
Sum	670.6
Variance	322.21378
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
55.6	3	10.0%
100	2	6.7%
59.4	1	3.3%
62	1	3.3%
58.8	1	3.3%
69.8	1	3.3%
53.8	1	3.3%
(Missing)	20	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
53.8	1	3.3%
55.6	3	10.0%
58.8	1	3.3%
59.4	1	3.3%
62	1	3.3%
69.8	1	3.3%
100	2	6.7%

Value	Count	Frequency (%)
100	2	6.7%
69.8	1	3.3%
62	1	3.3%
59.4	1	3.3%
58.8	1	3.3%
55.6	3	10.0%
53.8	1	3.3%

challenges_lost
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	7
Distinct (%)	58.3%
Missing	18
Missing (%)	60.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.25

Minimum	0
Maximum	19
Zeros	4
Zeros (%)	13.3%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	10
Q3	12.25
95-th percentile	17.35
Maximum	19
Range	19
Interquartile range (IQR)	12.25

Descriptive statistics

Standard deviation	6.8373972
Coefficient of variation (CV)	0.82877541
Kurtosis	-1.394746
Mean	8.25
Median Absolute Deviation (MAD)	4.5
Skewness	-0.093810485
Sum	99
Variance	46.75
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	4	13.3%
12	3	10.0%
13	1	3.3%
19	1	3.3%
7	1	3.3%
16	1	3.3%
8	1	3.3%
(Missing)	18	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	13.3%
7	1	3.3%
8	1	3.3%
12	3	10.0%
13	1	3.3%
16	1	3.3%
19	1	3.3%

Value	Count	Frequency (%)
19	1	3.3%
16	1	3.3%
13	1	3.3%
12	3	10.0%
8	1	3.3%
7	1	3.3%
0	4	13.3%

blocks
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	9
Distinct (%)	75.0%
Missing	18
Missing (%)	60.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.333333

Minimum	0
Maximum	38
Zeros	3
Zeros (%)	10.0%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.75
median	10
Q3	26.5
95-th percentile	35.8
Maximum	38
Range	38
Interquartile range (IQR)	25.75

Descriptive statistics

Standard deviation	14.041065
Coefficient of variation (CV)	0.97960921
Kurtosis	-1.2816915
Mean	14.333333
Median Absolute Deviation (MAD)	10
Skewness	0.52377216
Sum	172
Variance	197.15152
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	3	10.0%
10	2	6.7%
18	1	3.3%
28	1	3.3%
7	1	3.3%
1	1	3.3%
38	1	3.3%
26	1	3.3%
34	1	3.3%
(Missing)	18	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	10.0%
1	1	3.3%
7	1	3.3%
10	2	6.7%
18	1	3.3%
26	1	3.3%
28	1	3.3%
34	1	3.3%
38	1	3.3%

Value	Count	Frequency (%)
38	1	3.3%
34	1	3.3%
28	1	3.3%
26	1	3.3%
18	1	3.3%
10	2	6.7%
7	1	3.3%
1	1	3.3%
0	3	10.0%

shots_blocked
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	7
Distinct (%)	58.3%
Missing	18
Missing (%)	60.0%
Infinite	0
Infinite (%)	0.0%
Mean	6

Minimum	0
Maximum	21
Zeros	3
Zeros (%)	10.0%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.75
median	2
Q3	10.75
95-th percentile	18.8
Maximum	21
Range	21
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	7.6988783
Coefficient of variation (CV)	1.2831464
Kurtosis	-0.4055428
Mean	6
Median Absolute Deviation (MAD)	2
Skewness	1.1245364
Sum	72
Variance	59.272727
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	4	13.3%
0	3	10.0%
16	1	3.3%
1	1	3.3%
21	1	3.3%
17	1	3.3%
9	1	3.3%
(Missing)	18	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	10.0%
1	1	3.3%
2	4	13.3%
9	1	3.3%
16	1	3.3%
17	1	3.3%
21	1	3.3%

Value	Count	Frequency (%)
21	1	3.3%
17	1	3.3%
16	1	3.3%
9	1	3.3%
2	4	13.3%
1	1	3.3%
0	3	10.0%

passes_blocked
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	8
Distinct (%)	66.7%
Missing	18
Missing (%)	60.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.3333333

Minimum	0
Maximum	25
Zeros	4
Zeros (%)	13.3%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	8
Q3	13
95-th percentile	20.6
Maximum	25
Range	25
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	8.0603782
Coefficient of variation (CV)	0.96724539
Kurtosis	-0.081806221
Mean	8.3333333
Median Absolute Deviation (MAD)	8
Skewness	0.71429188
Sum	100
Variance	64.969697
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	4	13.3%
8	2	6.7%
16	1	3.3%
12	1	3.3%
5	1	3.3%
17	1	3.3%
9	1	3.3%
25	1	3.3%
(Missing)	18	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	13.3%
5	1	3.3%
8	2	6.7%
9	1	3.3%
12	1	3.3%
16	1	3.3%
17	1	3.3%
25	1	3.3%

Value	Count	Frequency (%)
25	1	3.3%
17	1	3.3%
16	1	3.3%
12	1	3.3%
9	1	3.3%
8	2	6.7%
5	1	3.3%
0	4	13.3%

interceptions
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	9
Distinct (%)	75.0%
Missing	18
Missing (%)	60.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.5

Minimum	0
Maximum	34
Zeros	2
Zeros (%)	6.7%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	8
Q3	20
95-th percentile	32.9
Maximum	34
Range	34
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	12.738631
Coefficient of variation (CV)	1.0190905
Kurtosis	-0.93007995
Mean	12.5
Median Absolute Deviation (MAD)	7.5
Skewness	0.7711869
Sum	150
Variance	162.27273
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	2	6.7%
1	2	6.7%
7	2	6.7%
34	1	3.3%
29	1	3.3%
9	1	3.3%
32	1	3.3%
13	1	3.3%
17	1	3.3%
(Missing)	18	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	6.7%
1	2	6.7%
7	2	6.7%
9	1	3.3%
13	1	3.3%
17	1	3.3%
29	1	3.3%
32	1	3.3%
34	1	3.3%

Value	Count	Frequency (%)
34	1	3.3%
32	1	3.3%
29	1	3.3%
17	1	3.3%
13	1	3.3%
9	1	3.3%
7	2	6.7%
1	2	6.7%
0	2	6.7%

clears
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	10
Distinct (%)	83.3%
Missing	18
Missing (%)	60.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.25

Minimum	0
Maximum	92
Zeros	2
Zeros (%)	6.7%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.75
median	20
Q3	29.5
95-th percentile	80.45
Maximum	92
Range	92
Interquartile range (IQR)	27.75

Descriptive statistics

Standard deviation	29.239217
Coefficient of variation (CV)	1.1138749
Kurtosis	1.2476813
Mean	26.25
Median Absolute Deviation (MAD)	18.5
Skewness	1.3541769
Sum	315
Variance	854.93182
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	2	6.7%
25	2	6.7%
18	1	3.3%
92	1	3.3%
16	1	3.3%
1	1	3.3%
2	1	3.3%
71	1	3.3%
43	1	3.3%
22	1	3.3%
(Missing)	18	60.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	6.7%
1	1	3.3%
2	1	3.3%
16	1	3.3%
18	1	3.3%
22	1	3.3%
25	2	6.7%
43	1	3.3%
71	1	3.3%
92	1	3.3%

Value	Count	Frequency (%)
92	1	3.3%
71	1	3.3%
43	1	3.3%
25	2	6.7%
22	1	3.3%
18	1	3.3%
16	1	3.3%
2	1	3.3%
1	1	3.3%
0	2	6.7%

errors
Categorical

HIGH CORRELATION MISSING

Distinct	2
Distinct (%)	16.7%
Missing	18
Missing (%)	60.0%
Memory size	372.0 B

0.0	8
1.0	4

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	36
Distinct characters	3
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1.0
2nd row	0.0
3rd row	1.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	8	26.7%
1.0	4	13.3%
(Missing)	18	60.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	8	66.7%
1.0	4	33.3%

Most occurring characters

Value	Count	Frequency (%)
0	20	55.6%
.	12	33.3%
1	4	11.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	24	66.7%
Other Punctuation	12	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	20	83.3%
1	4	16.7%

Other Punctuation

Value	Count	Frequency (%)
.	12	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	36	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	20	55.6%
.	12	33.3%
1	4	11.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	36	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	20	55.6%
.	12	33.3%
1	4	11.1%

shots
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	9
Distinct (%)	100.0%
Missing	21
Missing (%)	70.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.111111

Minimum	0
Maximum	50
Zeros	1
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	3.2
Q1	18
median	23
Q3	32
95-th percentile	43.2
Maximum	50
Range	50
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	14.572615
Coefficient of variation (CV)	0.63054585
Kurtosis	0.6361223
Mean	23.111111
Median Absolute Deviation (MAD)	9
Skewness	0.26759385
Sum	208
Variance	212.36111
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
32	1	3.3%
24	1	3.3%
20	1	3.3%
8	1	3.3%
50	1	3.3%
23	1	3.3%
33	1	3.3%
0	1	3.3%
18	1	3.3%
(Missing)	21	70.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	3.3%
8	1	3.3%
18	1	3.3%
20	1	3.3%
23	1	3.3%
24	1	3.3%
32	1	3.3%
33	1	3.3%
50	1	3.3%

Value	Count	Frequency (%)
50	1	3.3%
33	1	3.3%
32	1	3.3%
24	1	3.3%
23	1	3.3%
20	1	3.3%
18	1	3.3%
8	1	3.3%
0	1	3.3%

shots_on_target
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	8
Distinct (%)	88.9%
Missing	21
Missing (%)	70.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.444444

Minimum	0
Maximum	26
Zeros	1
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	1.2
Q1	8
median	11
Q3	13
95-th percentile	23.2
Maximum	26
Range	26
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	7.8280124
Coefficient of variation (CV)	0.68400108
Kurtosis	0.46059428
Mean	11.444444
Median Absolute Deviation (MAD)	3
Skewness	0.46154801
Sum	103
Variance	61.277778
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
13	2	6.7%
11	1	3.3%
3	1	3.3%
26	1	3.3%
10	1	3.3%
19	1	3.3%
0	1	3.3%
8	1	3.3%
(Missing)	21	70.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	3.3%
3	1	3.3%
8	1	3.3%
10	1	3.3%
11	1	3.3%
13	2	6.7%
19	1	3.3%
26	1	3.3%

Value	Count	Frequency (%)
26	1	3.3%
19	1	3.3%
13	2	6.7%
11	1	3.3%
10	1	3.3%
8	1	3.3%
3	1	3.3%
0	1	3.3%

shots_on_target_pct
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	8
Distinct (%)	100.0%
Missing	22
Missing (%)	73.3%
Infinite	0
Infinite (%)	0.0%
Mean	48.3

Minimum	37.5
Maximum	65
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	37.5
5-th percentile	38.585
Q1	42.775
median	45.1
Q3	53.4
95-th percentile	62.41
Maximum	65
Range	27.5
Interquartile range (IQR)	10.625

Descriptive statistics

Standard deviation	9.2543426
Coefficient of variation (CV)	0.1916013
Kurtosis	-0.068062984
Mean	48.3
Median Absolute Deviation (MAD)	5.7
Skewness	0.86774959
Sum	386.4
Variance	85.642857
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
40.6	1	3.3%
45.8	1	3.3%
65	1	3.3%
37.5	1	3.3%
52	1	3.3%
43.5	1	3.3%
57.6	1	3.3%
44.4	1	3.3%
(Missing)	22	73.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
37.5	1	3.3%
40.6	1	3.3%
43.5	1	3.3%
44.4	1	3.3%
45.8	1	3.3%
52	1	3.3%
57.6	1	3.3%
65	1	3.3%

Value	Count	Frequency (%)
65	1	3.3%
57.6	1	3.3%
52	1	3.3%
45.8	1	3.3%
44.4	1	3.3%
43.5	1	3.3%
40.6	1	3.3%
37.5	1	3.3%

goals_per_shot_on_target
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	8
Distinct (%)	100.0%
Missing	22
Missing (%)	73.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.3275

Minimum	0
Maximum	0.63
Zeros	1
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0.07
Q1	0.2525
median	0.34
Q3	0.4
95-th percentile	0.5705
Maximum	0.63
Range	0.63
Interquartile range (IQR)	0.1475

Descriptive statistics

Standard deviation	0.18545311
Coefficient of variation (CV)	0.56626905
Kurtosis	1.0337595
Mean	0.3275
Median Absolute Deviation (MAD)	0.095
Skewness	-0.21400813
Sum	2.62
Variance	0.034392857
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0.46	1	3.3%
0.27	1	3.3%
0.38	1	3.3%
0	1	3.3%
0.31	1	3.3%
0.2	1	3.3%
0.37	1	3.3%
0.63	1	3.3%
(Missing)	22	73.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	3.3%
0.2	1	3.3%
0.27	1	3.3%
0.31	1	3.3%
0.37	1	3.3%
0.38	1	3.3%
0.46	1	3.3%
0.63	1	3.3%

Value	Count	Frequency (%)
0.63	1	3.3%
0.46	1	3.3%
0.38	1	3.3%
0.37	1	3.3%
0.31	1	3.3%
0.27	1	3.3%
0.2	1	3.3%
0	1	3.3%

goals_per_shot
Real number (ℝ)

HIGH CORRELATION MISSING ZEROS

Distinct	8
Distinct (%)	100.0%
Missing	22
Missing (%)	73.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.16375

Minimum	0
Maximum	0.28
Zeros	1
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0.0315
Q1	0.12
median	0.175
Q3	0.22
95-th percentile	0.2695
Maximum	0.28
Range	0.28
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.090386077
Coefficient of variation (CV)	0.55197604
Kurtosis	0.20047187
Mean	0.16375
Median Absolute Deviation (MAD)	0.06
Skewness	-0.64507735
Sum	1.31
Variance	0.0081696429
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0.19	1	3.3%
0.13	1	3.3%
0.25	1	3.3%
0	1	3.3%
0.16	1	3.3%
0.09	1	3.3%
0.21	1	3.3%
0.28	1	3.3%
(Missing)	22	73.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	3.3%
0.09	1	3.3%
0.13	1	3.3%
0.16	1	3.3%
0.19	1	3.3%
0.21	1	3.3%
0.25	1	3.3%
0.28	1	3.3%

Value	Count	Frequency (%)
0.28	1	3.3%
0.25	1	3.3%
0.21	1	3.3%
0.19	1	3.3%
0.16	1	3.3%
0.13	1	3.3%
0.09	1	3.3%
0	1	3.3%

goals_per_90
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	18
Distinct (%)	60.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17660535

Minimum	0
Maximum	0.94076655
Zeros	13
Zeros (%)	43.3%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.058723953
Q3	0.30837373
95-th percentile	0.54760442
Maximum	0.94076655
Range	0.94076655
Interquartile range (IQR)	0.30837373

Descriptive statistics

Standard deviation	0.24006498
Coefficient of variation (CV)	1.3593302
Kurtosis	2.0198091
Mean	0.17660535
Median Absolute Deviation (MAD)	0.058723953
Skewness	1.5068545
Sum	5.2981606
Variance	0.057631196
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
0	13	43.3%
0.2422145329	1	3.3%
0.5811808118	1	3.3%
0.2244389027	1	3.3%
0.4841963685	1	3.3%
0.4653567735	1	3.3%
0.5065666041	1	3.3%
0.455311973	1	3.3%
0.06691449814	1	3.3%
0.0487012987	1	3.3%
Other values (8)	8	26.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	13	43.3%
0.0487012987	1	3.3%
0.0505334082	1	3.3%
0.06691449814	1	3.3%
0.07607776839	1	3.3%
0.1104294479	1	3.3%
0.1292484442	1	3.3%
0.1599289205	1	3.3%
0.2244389027	1	3.3%
0.2422145329	1	3.3%

Value	Count	Frequency (%)
0.9407665505	1	3.3%
0.5811808118	1	3.3%
0.5065666041	1	3.3%
0.4841963685	1	3.3%
0.4653567735	1	3.3%
0.455311973	1	3.3%
0.4258675079	1	3.3%
0.3304268013	1	3.3%
0.2422145329	1	3.3%
0.2244389027	1	3.3%

assists_per_90
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	17
Distinct (%)	56.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.10879627

Minimum	0
Maximum	0.51699378
Zeros	14
Zeros (%)	46.7%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.057115559
Q3	0.16662388
95-th percentile	0.35737671
Maximum	0.51699378
Range	0.51699378
Interquartile range (IQR)	0.16662388

Descriptive statistics

Standard deviation	0.14001607
Coefficient of variation (CV)	1.2869565
Kurtosis	1.0808626
Mean	0.10879627
Median Absolute Deviation (MAD)	0.057115559
Skewness	1.2946221
Sum	3.2638881
Variance	0.019604499
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	14	46.7%
0.1461038961	1	3.3%
0.1122194514	1	3.3%
0.2420981843	1	3.3%
0.2792140641	1	3.3%
0.1688555347	1	3.3%
0.3794266442	1	3.3%
0.06691449814	1	3.3%
0.1599289205	1	3.3%
0.1384083045	1	3.3%
Other values (7)	7	23.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	14	46.7%
0.05521472393	1	3.3%
0.05901639344	1	3.3%
0.06691449814	1	3.3%
0.07607776839	1	3.3%
0.1122194514	1	3.3%
0.1384083045	1	3.3%
0.1461038961	1	3.3%
0.1599289205	1	3.3%
0.1688555347	1	3.3%

Value	Count	Frequency (%)
0.5169937769	1	3.3%
0.3794266442	1	3.3%
0.3304268013	1	3.3%
0.2839116719	1	3.3%
0.2792140641	1	3.3%
0.2490774908	1	3.3%
0.2420981843	1	3.3%
0.1688555347	1	3.3%
0.1599289205	1	3.3%
0.1461038961	1	3.3%

goals_and_assists_per_90
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	19
Distinct (%)	63.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.28540162

Minimum	0
Maximum	0.94076655
Zeros	12
Zeros (%)	40.0%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.14299227
Q3	0.65720076
95-th percentile	0.83272248
Maximum	0.94076655
Range	0.94076655
Interquartile range (IQR)	0.65720076

Descriptive statistics

Standard deviation	0.33201427
Coefficient of variation (CV)	1.163323
Kurtosis	-1.1561941
Mean	0.28540162
Median Absolute Deviation (MAD)	0.14299227
Skewness	0.72317836
Sum	8.5620487
Variance	0.11023348
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
0	12	40.0%
0.1948051948	1	3.3%
0.8302583026	1	3.3%
0.3366583541	1	3.3%
0.7262945528	1	3.3%
0.7445708376	1	3.3%
0.6754221388	1	3.3%
0.8347386172	1	3.3%
0.1338289963	1	3.3%
0.319857841	1	3.3%
Other values (9)	9	30.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	40.0%
0.0505334082	1	3.3%
0.05901639344	1	3.3%
0.1338289963	1	3.3%
0.1521555368	1	3.3%
0.1656441718	1	3.3%
0.1948051948	1	3.3%
0.319857841	1	3.3%
0.3366583541	1	3.3%
0.3806228374	1	3.3%

Value	Count	Frequency (%)
0.9407665505	1	3.3%
0.8347386172	1	3.3%
0.8302583026	1	3.3%
0.7445708376	1	3.3%
0.7262945528	1	3.3%
0.7097791798	1	3.3%
0.6754221388	1	3.3%
0.6608536026	1	3.3%
0.6462422212	1	3.3%
0.3806228374	1	3.3%

xG_per_90
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17424895

Minimum	0
Maximum	0.52306273
Zeros	7
Zeros (%)	23.3%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.016544767
median	0.084349501
Q3	0.34123999
95-th percentile	0.48447913
Maximum	0.52306273
Range	0.52306273
Interquartile range (IQR)	0.32469522

Descriptive statistics

Standard deviation	0.18351382
Coefficient of variation (CV)	1.0531703
Kurtosis	-1.0699762
Mean	0.17424895
Median Absolute Deviation (MAD)	0.084349501
Skewness	0.73027342
Sum	5.2274686
Variance	0.033677323
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	7	23.3%
0.2422145329	1	3.3%
0.5230627306	1	3.3%
0.4825436409	1	3.3%
0.4418291863	1	3.3%
0.2521551724	1	3.3%
0.474663909	1	3.3%
0.4052532833	1	3.3%
0.3566610455	1	3.3%
0.07360594796	1	3.3%
Other values (14)	14	46.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	23.3%
0.01180327869	1	3.3%
0.03076923077	1	3.3%
0.03803888419	1	3.3%
0.06075216972	1	3.3%
0.06397156819	1	3.3%
0.0717791411	1	3.3%
0.07360594796	1	3.3%
0.08279220779	1	3.3%
0.08590679394	1	3.3%

Value	Count	Frequency (%)
0.5230627306	1	3.3%
0.4860627178	1	3.3%
0.4825436409	1	3.3%
0.474663909	1	3.3%
0.4418291863	1	3.3%
0.4052532833	1	3.3%
0.3566610455	1	3.3%
0.3461538462	1	3.3%
0.3264984227	1	3.3%
0.2521551724	1	3.3%

npxG_per_90
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	24
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.16467902

Minimum	0
Maximum	0.52306273
Zeros	7
Zeros (%)	23.3%
Negative	0
Negative (%)	0.0%
Memory size	372.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.0157543
median	0.084349501
Q3	0.28939361
95-th percentile	0.47899776
Maximum	0.52306273
Range	0.52306273
Interquartile range (IQR)	0.27363931

Descriptive statistics

Standard deviation	0.17517275
Coefficient of variation (CV)	1.0637223
Kurtosis	-0.84631521
Mean	0.16467902
Median Absolute Deviation (MAD)	0.084349501
Skewness	0.78965797
Sum	4.9403706
Variance	0.030685493
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	7	23.3%
0.2422145329	1	3.3%
0.5230627306	1	3.3%
0.4825436409	1	3.3%
0.4418291863	1	3.3%
0.2521551724	1	3.3%
0.474663909	1	3.3%
0.4052532833	1	3.3%
0.2959527825	1	3.3%
0.07360594796	1	3.3%
Other values (14)	14	46.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7	23.3%
0.01180327869	1	3.3%
0.02760736196	1	3.3%
0.03076923077	1	3.3%
0.03803888419	1	3.3%
0.06075216972	1	3.3%
0.06397156819	1	3.3%
0.07360594796	1	3.3%
0.08279220779	1	3.3%
0.08590679394	1	3.3%

Value	Count	Frequency (%)
0.5230627306	1	3.3%
0.4825436409	1	3.3%
0.474663909	1	3.3%
0.4418291863	1	3.3%
0.4052532833	1	3.3%
0.3606271777	1	3.3%
0.3461538462	1	3.3%
0.2959527825	1	3.3%
0.2697160883	1	3.3%
0.2521551724	1	3.3%

Auto

Heatmap
Table

	id	age	born	matches_played	starts	minutes	goals	assists	yellow_card	xG	npxG	xAG	PrgC	PrgP	PrgR	passes_completed	passed_attempted	passes_completed_pct	total_passing_distance	progressive_passing_distance	key_passes	final_third_passes	passes_into_penalty_area	tackles	attempts	tackles_pct	challenges_lost	blocks	shots_blocked	passes_blocked	interceptions	clears	shots	shots_on_target	shots_on_target_pct	goals_per_shot_on_target	goals_per_shot	goals_per_90	assists_per_90	goals_and_assists_per_90	xG_per_90	npxG_per_90	player	nation	pos	goals_against	shots_on_target_against	saves	save_pct	clean_sheets	clean_sheets_pct	crosses_into_penalty_area	errors
id	1.000	-0.019	-0.017	-0.169	-0.174	-0.133	-0.254	-0.217	-0.192	-0.286	-0.272	-0.189	-0.118	-0.100	-0.152	-0.821	-0.821	0.143	-0.786	-0.786	-0.571	-0.786	-0.536	0.222	0.246	-0.517	0.176	0.497	0.513	0.428	0.190	0.453	-0.333	-0.351	0.167	0.095	0.286	-0.211	-0.232	-0.193	-0.213	-0.193	0.535	0.126	0.288	1.000	1.000	1.000	1.000	1.000	1.000	0.360	0.296
age	-0.019	1.000	-0.996	0.188	0.262	0.265	-0.085	0.029	0.343	0.046	0.051	0.177	0.084	0.257	0.101	-0.144	-0.144	-0.090	-0.090	-0.090	0.162	-0.234	-0.072	0.520	0.511	-0.402	0.593	0.550	0.569	0.557	0.641	0.513	-0.318	-0.235	-0.359	-0.455	-0.467	-0.132	0.027	-0.101	-0.048	-0.043	0.567	0.395	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.000	0.000
born	-0.017	-0.996	1.000	-0.180	-0.256	-0.262	0.094	-0.017	-0.331	-0.034	-0.039	-0.179	-0.081	-0.253	-0.097	0.144	0.144	0.090	0.090	0.090	-0.162	0.234	0.072	-0.520	-0.511	0.402	-0.593	-0.550	-0.569	-0.557	-0.641	-0.513	0.353	0.266	0.337	0.446	0.434	0.136	-0.018	0.109	0.062	0.056	0.535	0.309	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.000	0.000
matches_played	-0.169	0.188	-0.180	1.000	0.917	0.942	0.669	0.688	0.616	0.646	0.639	0.697	0.652	0.777	0.579	0.991	0.991	-0.270	0.937	0.937	0.847	0.847	0.883	0.887	0.903	-0.216	0.903	0.945	0.946	0.884	0.882	0.926	0.833	0.812	0.357	0.500	0.476	0.547	0.600	0.595	0.377	0.355	0.535	0.175	0.354	1.000	1.000	1.000	1.000	1.000	1.000	0.000	0.000
starts	-0.174	0.262	-0.256	0.917	1.000	0.987	0.573	0.700	0.614	0.530	0.523	0.673	0.675	0.792	0.550	0.991	0.991	-0.270	0.937	0.937	0.847	0.847	0.883	0.907	0.919	-0.173	0.929	0.908	0.879	0.907	0.937	0.846	0.828	0.916	0.443	0.395	0.323	0.416	0.593	0.476	0.183	0.182	0.567	0.000	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.316	0.000
minutes	-0.133	0.265	-0.262	0.942	0.987	1.000	0.565	0.687	0.608	0.516	0.509	0.660	0.653	0.787	0.537	1.000	1.000	-0.250	0.964	0.964	0.857	0.857	0.857	0.859	0.875	-0.234	0.868	0.921	0.900	0.902	0.889	0.818	0.867	0.921	0.405	0.429	0.357	0.413	0.578	0.471	0.182	0.174	0.139	0.000	0.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.000
goals	-0.254	-0.085	0.094	0.669	0.573	0.565	1.000	0.825	0.425	0.914	0.900	0.853	0.718	0.542	0.790	0.778	0.778	-0.704	0.667	0.667	0.964	0.371	0.852	0.790	0.808	-0.131	0.816	0.849	0.775	0.870	0.858	0.703	0.815	0.857	0.527	0.611	0.611	0.954	0.822	0.941	0.727	0.704	0.341	0.197	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.577	0.209
assists	-0.217	0.029	-0.017	0.688	0.700	0.687	0.825	1.000	0.511	0.761	0.752	0.869	0.764	0.679	0.799	0.771	0.771	-0.679	0.642	0.642	0.973	0.367	0.918	0.565	0.587	-0.244	0.561	0.676	0.615	0.743	0.717	0.469	0.846	0.897	0.339	0.327	0.206	0.719	0.971	0.791	0.488	0.498	0.423	0.000	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.685	0.000
yellow_card	-0.192	0.343	-0.331	0.616	0.614	0.608	0.425	0.511	1.000	0.508	0.479	0.554	0.594	0.738	0.467	0.786	0.786	0.179	0.893	0.893	0.536	0.893	0.643	0.922	0.920	-0.064	0.931	0.773	0.790	0.752	0.873	0.842	-0.086	-0.173	-0.626	0.233	-0.025	0.367	0.436	0.450	0.297	0.263	0.500	0.171	0.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.429
xG	-0.286	0.046	-0.034	0.646	0.530	0.516	0.914	0.761	0.508	1.000	0.993	0.866	0.703	0.557	0.828	0.714	0.714	-0.607	0.679	0.679	0.857	0.464	0.857	0.819	0.837	-0.309	0.861	0.840	0.814	0.871	0.926	0.811	0.833	0.946	0.667	0.357	0.429	0.893	0.779	0.895	0.868	0.862	0.535	0.242	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.577	0.414
npxG	-0.272	0.051	-0.039	0.639	0.523	0.509	0.900	0.752	0.479	0.993	1.000	0.869	0.698	0.547	0.835	0.821	0.821	-0.643	0.750	0.750	0.929	0.536	0.893	0.819	0.837	-0.309	0.861	0.840	0.814	0.871	0.926	0.811	0.850	0.937	0.714	0.119	0.238	0.878	0.774	0.874	0.868	0.872	0.500	0.280	0.054	1.000	1.000	1.000	1.000	1.000	1.000	0.685	0.414
xAG	-0.189	0.177	-0.179	0.697	0.673	0.660	0.853	0.869	0.554	0.866	0.869	1.000	0.874	0.765	0.937	0.786	0.786	-0.714	0.679	0.679	0.964	0.429	0.857	0.713	0.726	-0.529	0.744	0.856	0.791	0.909	0.860	0.647	0.700	0.803	0.238	0.476	0.357	0.760	0.840	0.796	0.637	0.636	0.306	0.341	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.764	0.000
PrgC	-0.118	0.084	-0.081	0.652	0.675	0.653	0.718	0.764	0.594	0.703	0.698	0.874	1.000	0.859	0.872	0.893	0.893	-0.571	0.821	0.821	0.964	0.607	0.964	0.742	0.751	-0.603	0.763	0.796	0.691	0.877	0.794	0.609	0.600	0.510	-0.214	0.071	-0.143	0.616	0.693	0.634	0.431	0.423	0.098	0.214	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.577	0.000
PrgP	-0.100	0.257	-0.253	0.777	0.792	0.787	0.542	0.679	0.738	0.557	0.547	0.765	0.859	1.000	0.683	0.991	0.991	-0.270	0.937	0.937	0.847	0.847	0.883	0.831	0.847	-0.258	0.860	0.892	0.860	0.895	0.896	0.765	0.417	0.477	-0.190	0.286	0.119	0.393	0.559	0.464	0.237	0.223	0.423	0.115	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.354	0.429
PrgR	-0.152	0.101	-0.097	0.579	0.550	0.537	0.790	0.799	0.467	0.828	0.835	0.937	0.872	0.683	1.000	0.821	0.821	-0.679	0.679	0.679	0.964	0.464	0.964	0.593	0.595	-0.763	0.589	0.647	0.585	0.739	0.687	0.499	0.728	0.832	0.299	0.443	0.371	0.717	0.791	0.760	0.638	0.641	0.112	0.255	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.866	0.285
passes_completed	-0.821	-0.144	0.144	0.991	0.991	1.000	0.778	0.771	0.786	0.714	0.821	0.786	0.893	0.991	0.821	1.000	1.000	-0.250	0.964	0.964	0.857	0.857	0.857	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.519	0.667	0.595	0.464	0.464	1.000	0.775	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
passed_attempted	-0.821	-0.144	0.144	0.991	0.991	1.000	0.778	0.771	0.786	0.714	0.821	0.786	0.893	0.991	0.821	1.000	1.000	-0.250	0.964	0.964	0.857	0.857	0.857	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.519	0.667	0.595	0.464	0.464	1.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000
passes_completed_pct	0.143	-0.090	0.090	-0.270	-0.270	-0.250	-0.704	-0.679	0.179	-0.607	-0.643	-0.714	-0.571	-0.270	-0.679	-0.250	-0.250	1.000	-0.036	-0.036	-0.643	0.214	-0.607	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-0.704	-0.703	-0.631	-0.750	-0.750	1.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000
total_passing_distance	-0.786	-0.090	0.090	0.937	0.937	0.964	0.667	0.642	0.893	0.679	0.750	0.679	0.821	0.937	0.679	0.964	0.964	-0.036	1.000	1.000	0.750	0.929	0.750	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.445	0.523	0.523	0.393	0.393	1.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000
progressive_passing_distance	-0.786	-0.090	0.090	0.937	0.937	0.964	0.667	0.642	0.893	0.679	0.750	0.679	0.821	0.937	0.679	0.964	0.964	-0.036	1.000	1.000	0.750	0.929	0.750	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.445	0.523	0.523	0.393	0.393	1.000	0.530	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
key_passes	-0.571	0.162	-0.162	0.847	0.847	0.857	0.964	0.973	0.536	0.857	0.929	0.964	0.964	0.847	0.964	0.857	0.857	-0.643	0.750	0.750	1.000	0.500	0.929	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.852	0.919	0.883	0.750	0.750	1.000	0.530	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.661	0.000
final_third_passes	-0.786	-0.234	0.234	0.847	0.847	0.857	0.371	0.367	0.893	0.464	0.536	0.429	0.607	0.847	0.464	0.857	0.857	0.214	0.929	0.929	0.500	1.000	0.571	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.111	0.252	0.216	0.179	0.179	1.000	0.775	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.316	0.000
passes_into_penalty_area	-0.536	-0.072	0.072	0.883	0.883	0.857	0.852	0.918	0.643	0.857	0.893	0.857	0.964	0.883	0.964	0.857	0.857	-0.607	0.750	0.750	0.929	0.571	1.000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.741	0.883	0.811	0.750	0.750	1.000	0.167	1.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000
tackles	0.222	0.520	-0.520	0.887	0.907	0.859	0.790	0.565	0.922	0.819	0.819	0.713	0.742	0.831	0.593	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.000	0.998	-0.137	0.971	0.842	0.785	0.826	0.842	0.862	NaN	NaN	NaN	NaN	NaN	0.793	0.569	0.703	0.518	0.518	0.775	0.391	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.437
attempts	0.246	0.511	-0.511	0.903	0.919	0.875	0.808	0.587	0.920	0.837	0.837	0.726	0.751	0.847	0.595	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.998	1.000	-0.149	0.973	0.855	0.800	0.835	0.845	0.878	NaN	NaN	NaN	NaN	NaN	0.805	0.592	0.726	0.535	0.535	0.707	0.544	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.539
tackles_pct	-0.517	-0.402	0.402	-0.216	-0.173	-0.234	-0.131	-0.244	-0.064	-0.309	-0.309	-0.529	-0.603	-0.258	-0.763	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	-0.137	-0.149	1.000	-0.187	-0.370	-0.349	-0.433	-0.185	-0.309	NaN	NaN	NaN	NaN	NaN	-0.165	-0.230	-0.216	0.123	0.123	0.612	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
challenges_lost	0.176	0.593	-0.593	0.903	0.929	0.868	0.816	0.561	0.931	0.861	0.861	0.744	0.763	0.860	0.589	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.971	0.973	-0.187	1.000	0.875	0.805	0.878	0.879	0.864	NaN	NaN	NaN	NaN	NaN	0.808	0.560	0.723	0.513	0.513	0.707	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
blocks	0.497	0.550	-0.550	0.945	0.908	0.921	0.849	0.676	0.773	0.840	0.840	0.856	0.796	0.892	0.647	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.842	0.855	-0.370	0.875	1.000	0.955	0.960	0.862	0.860	NaN	NaN	NaN	NaN	NaN	0.808	0.657	0.774	0.465	0.465	0.837	0.484	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.301
shots_blocked	0.513	0.569	-0.569	0.946	0.879	0.900	0.775	0.615	0.790	0.814	0.814	0.791	0.691	0.860	0.585	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.785	0.800	-0.349	0.805	0.955	1.000	0.863	0.807	0.907	NaN	NaN	NaN	NaN	NaN	0.704	0.604	0.720	0.412	0.412	0.632	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.582
passes_blocked	0.428	0.557	-0.557	0.884	0.907	0.902	0.870	0.743	0.752	0.871	0.871	0.909	0.877	0.895	0.739	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.826	0.835	-0.433	0.878	0.960	0.863	1.000	0.914	0.762	NaN	NaN	NaN	NaN	NaN	0.847	0.720	0.813	0.535	0.535	0.707	0.357	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.290
interceptions	0.190	0.641	-0.641	0.882	0.937	0.889	0.858	0.717	0.873	0.926	0.926	0.860	0.794	0.896	0.687	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.842	0.845	-0.185	0.879	0.862	0.807	0.914	1.000	0.730	NaN	NaN	NaN	NaN	NaN	0.809	0.702	0.812	0.634	0.634	0.707	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.290
clears	0.453	0.513	-0.513	0.926	0.846	0.818	0.703	0.469	0.842	0.811	0.811	0.647	0.609	0.765	0.499	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.862	0.878	-0.309	0.864	0.860	0.907	0.762	0.730	1.000	NaN	NaN	NaN	NaN	NaN	0.654	0.473	0.635	0.534	0.534	0.707	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.125
shots	-0.333	-0.318	0.353	0.833	0.828	0.867	0.815	0.846	-0.086	0.833	0.850	0.700	0.600	0.417	0.728	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1.000	0.929	0.405	0.119	0.071	0.494	0.712	0.444	0.417	0.617	1.000	0.408	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
shots_on_target	-0.351	-0.235	0.266	0.812	0.916	0.921	0.857	0.897	-0.173	0.946	0.937	0.803	0.510	0.477	0.832	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.929	1.000	0.671	0.275	0.311	0.504	0.826	0.513	0.460	0.669	1.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
shots_on_target_pct	0.167	-0.359	0.337	0.357	0.443	0.405	0.527	0.339	-0.626	0.667	0.714	0.238	-0.214	-0.190	0.299	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.405	0.671	1.000	0.310	0.571	0.571	0.443	0.286	0.571	0.714	1.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
goals_per_shot_on_target	0.095	-0.455	0.446	0.500	0.395	0.429	0.611	0.327	0.233	0.357	0.119	0.476	0.071	0.286	0.443	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.119	0.275	0.310	1.000	0.929	0.595	0.419	0.976	0.381	-0.024	1.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
goals_per_shot	0.286	-0.467	0.434	0.476	0.323	0.357	0.611	0.206	-0.025	0.429	0.238	0.357	-0.143	0.119	0.371	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.071	0.311	0.571	0.929	1.000	0.714	0.347	0.905	0.595	0.214	1.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
goals_per_90	-0.211	-0.132	0.136	0.547	0.416	0.413	0.954	0.719	0.367	0.893	0.878	0.760	0.616	0.393	0.717	0.519	0.519	-0.704	0.445	0.445	0.852	0.111	0.741	0.793	0.805	-0.165	0.808	0.808	0.704	0.847	0.809	0.654	0.494	0.504	0.571	0.595	0.714	1.000	0.770	0.971	0.792	0.766	0.500	0.250	0.142	1.000	1.000	1.000	1.000	1.000	1.000	0.577	0.000
assists_per_90	-0.232	0.027	-0.018	0.600	0.593	0.578	0.822	0.971	0.436	0.779	0.774	0.840	0.693	0.559	0.791	0.667	0.667	-0.703	0.523	0.523	0.919	0.252	0.883	0.569	0.592	-0.230	0.560	0.657	0.604	0.720	0.702	0.473	0.712	0.826	0.443	0.419	0.347	0.770	1.000	0.832	0.562	0.579	0.345	0.000	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.661	0.000
goals_and_assists_per_90	-0.193	-0.101	0.109	0.595	0.476	0.471	0.941	0.791	0.450	0.895	0.874	0.796	0.634	0.464	0.760	0.595	0.595	-0.631	0.523	0.523	0.883	0.216	0.811	0.703	0.726	-0.216	0.723	0.774	0.720	0.813	0.812	0.635	0.444	0.513	0.286	0.976	0.905	0.971	0.832	1.000	0.772	0.742	0.276	0.269	0.000	1.000	1.000	1.000	1.000	1.000	1.000	0.360	0.000
xG_per_90	-0.213	-0.048	0.062	0.377	0.183	0.182	0.727	0.488	0.297	0.868	0.868	0.637	0.431	0.237	0.638	0.464	0.464	-0.750	0.393	0.393	0.750	0.179	0.750	0.518	0.535	0.123	0.513	0.465	0.412	0.535	0.634	0.534	0.417	0.460	0.571	0.381	0.595	0.792	0.562	0.772	1.000	0.991	0.400	0.000	0.328	1.000	1.000	1.000	1.000	1.000	1.000	0.316	0.000
npxG_per_90	-0.193	-0.043	0.056	0.355	0.182	0.174	0.704	0.498	0.263	0.862	0.872	0.636	0.423	0.223	0.641	0.464	0.464	-0.750	0.393	0.393	0.750	0.179	0.750	0.518	0.535	0.123	0.513	0.465	0.412	0.535	0.634	0.534	0.617	0.669	0.714	-0.024	0.214	0.766	0.579	0.742	0.991	1.000	0.434	0.000	0.311	1.000	1.000	1.000	1.000	1.000	1.000	0.577	0.000
player	0.535	0.567	0.535	0.535	0.567	0.139	0.341	0.423	0.500	0.535	0.500	0.306	0.098	0.423	0.112	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.775	0.707	0.612	0.707	0.837	0.632	0.707	0.707	0.707	1.000	1.000	1.000	1.000	1.000	0.500	0.345	0.276	0.400	0.434	1.000	0.627	0.327	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.316
nation	0.126	0.395	0.309	0.175	0.000	0.000	0.197	0.000	0.171	0.242	0.280	0.341	0.214	0.115	0.255	0.775	1.000	1.000	1.000	0.530	0.530	0.775	0.167	0.391	0.544	0.000	0.000	0.484	0.000	0.357	0.000	0.000	0.408	0.000	0.000	0.000	1.000	0.250	0.000	0.269	0.000	0.000	0.627	1.000	0.169	1.000	1.000	1.000	1.000	1.000	1.000	0.167	0.000
pos	0.288	0.000	0.000	0.354	0.000	0.000	0.000	0.000	0.000	0.000	0.054	0.000	0.000	0.000	0.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.142	0.000	0.000	0.328	0.311	0.327	0.169	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000
goals_against	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.000	0.000
shots_on_target_against	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.000	0.000
saves	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.000	0.000
save_pct	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.000	0.000
clean_sheets	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.000	0.000
clean_sheets_pct	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	1.000	0.000	0.000
crosses_into_penalty_area	0.360	0.000	0.000	0.000	0.316	1.000	0.577	0.685	1.000	0.577	0.685	0.764	0.577	0.354	0.866	0.000	1.000	1.000	1.000	0.000	0.661	0.316	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.577	0.661	0.360	0.316	0.577	1.000	0.167	1.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000
errors	0.296	0.000	0.000	0.000	0.000	0.000	0.209	0.000	0.429	0.414	0.414	0.000	0.000	0.429	0.285	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.437	0.539	0.000	0.000	0.301	0.582	0.290	0.290	0.125	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.316	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	id	player	nation	pos	squad	age	born	matches_played	starts	minutes	goals	assists	yellow_card	xG	npxG	xAG	PrgC	PrgP	PrgR	goals_against	shots_on_target_against	saves	save_pct	clean_sheets	clean_sheets_pct	penalty_kicks_against	penalty_kicks_saved	penalty_kicks_missed	passes_completed	passed_attempted	passes_completed_pct	total_passing_distance	progressive_passing_distance	key_passes	final_third_passes	passes_into_penalty_area	crosses_into_penalty_area	tackles	attempts	tackles_pct	challenges_lost	blocks	shots_blocked	passes_blocked	interceptions	clears	errors	shots	shots_on_target	shots_on_target_pct	goals_per_shot_on_target	goals_per_shot	goals_per_90	assists_per_90	goals_and_assists_per_90	xG_per_90	npxG_per_90
0	238	Gregor Kobel	SUI	GK	Dortmund	25	1997	24	24	2160	0	0	0	0.0	0.0	0.0	0	0	0	28.0	107.0	80.0	73.8	10.0	41.7	0.0	0.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.000000	0.000000	0.000000	0.000000	0.000000
1	295	Alexander Meyer	GER	GK	Dortmund	32	1991	7	7	630	0	0	0	0.0	0.0	0.0	0	1	0	12.0	32.0	20.0	62.5	1.0	14.3	0.0	0.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.000000	0.000000	0.000000	0.000000	0.000000
2	42	Jude Bellingham	ENG	MF	Dortmund	19	2003	30	29	2601	7	4	8	7.0	7.0	3.9	91	242	134	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1289.0	1584.0	81.4	22608.0	7020.0	32.0	182.0	44.0	3.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.242215	0.138408	0.380623	0.242215	0.242215
3	55	Julian Brandt	GER	MF	Dortmund	27	1996	29	26	2179	8	8	2	4.1	4.1	8.8	52	104	187	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	959.0	1246.0	77.0	14895.0	3735.0	64.0	51.0	36.0	7.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.330427	0.330427	0.660854	0.169344	0.169344
4	72	Emre Can	GER	MF	Dortmund	29	1994	24	17	1630	2	1	7	1.3	0.5	0.7	23	75	9	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	950.0	1066.0	89.1	17155.0	4978.0	13.0	79.0	4.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.110429	0.055215	0.165644	0.071779	0.027607
5	90	Mahmoud Dahoud	GER	MF	Dortmund	27	1996	9	4	337	0	0	1	0.4	0.4	0.5	5	25	4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	213.0	259.0	82.2	3941.0	1179.0	4.0	25.0	1.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.000000	0.000000	0.000000	0.106825	0.106825
6	337	Salih Özcan	TUR	MF	Dortmund	25	1998	24	17	1525	0	1	6	0.2	0.2	0.4	6	75	21	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	835.0	951.0	87.8	13273.0	3724.0	7.0	73.0	5.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.000000	0.059016	0.059016	0.011803	0.011803
7	343	Marco Pašalić	CRO	MF	Dortmund	22	2000	1	0	11	0	0	0	0.0	0.0	0.0	2	3	2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	6.0	7.0	85.7	69.0	32.0	0.0	2.0	0.0	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.000000	0.000000	0.000000	0.000000	0.000000
8	375	Marco Reus	GER	MF	Dortmund	33	1989	22	14	1268	6	4	4	4.6	3.8	2.1	30	37	73	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	408.0	515.0	79.2	5314.0	1235.0	18.0	22.0	7.0	1.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.425868	0.283912	0.709779	0.326498	0.269716
9	85	Soumaïla Coulibaly	FRA	DF	Dortmund	19	2003	1	0	45	0	0	0	0.0	0.0	0.0	0	6	0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.0	0.0	NaN	0.0	0.0	0.0	0.0	0.0	0.0	1.0	NaN	NaN	NaN	NaN	NaN	0.000000	0.000000	0.000000	0.000000	0.000000

	id	player	nation	pos	squad	age	born	matches_played	starts	minutes	goals	assists	yellow_card	xG	npxG	xAG	PrgC	PrgP	PrgR	goals_against	shots_on_target_against	saves	save_pct	clean_sheets	clean_sheets_pct	penalty_kicks_against	penalty_kicks_saved	penalty_kicks_missed	passes_completed	passed_attempted	passes_completed_pct	total_passing_distance	progressive_passing_distance	key_passes	final_third_passes	passes_into_penalty_area	crosses_into_penalty_area	tackles	attempts	tackles_pct	challenges_lost	blocks	shots_blocked	passes_blocked	interceptions	clears	errors	shots	shots_on_target	shots_on_target_pct	goals_per_shot_on_target	goals_per_shot	goals_per_90	assists_per_90	goals_and_assists_per_90	xG_per_90	npxG_per_90
20	498	Marius Wolf	GER	DF	Dortmund	27	1995	22	14	1345	1	1	1	1.1	1.1	2.6	51	75	118	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	14.0	26.0	53.8	12.0	34.0	9.0	25.0	17.0	22.0	1.0	NaN	NaN	NaN	NaN	NaN	0.066914	0.066914	0.133829	0.073606	0.073606
21	3	Karim Adeyemi	GER	FW	Dortmund	21	2002	21	17	1186	6	5	8	4.7	3.9	3.6	42	45	118	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	32.0	13.0	40.6	0.46	0.19	0.455312	0.379427	0.834739	0.356661	0.295953
22	68	Jamie Bynoe-Gittens	ENG	FW	Dortmund	18	2004	15	4	533	3	1	1	2.4	2.4	0.7	24	9	38	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	24.0	11.0	45.8	0.27	0.13	0.506567	0.168856	0.675422	0.405253	0.405253
23	174	Sébastien Haller	CIV	FW	Dortmund	28	1994	16	12	967	5	3	1	5.1	5.1	2.2	5	17	52	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	20.0	13.0	65.0	0.38	0.25	0.465357	0.279214	0.744571	0.474664	0.474664
24	180	Thorgan Hazard	BEL	FW	Dortmund	30	1993	14	2	464	0	0	1	1.3	1.3	0.9	21	28	50	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	8.0	3.0	37.5	0.00	0.00	0.000000	0.000000	0.000000	0.252155	0.252155
25	278	Donyell Malen	NED	FW	Dortmund	24	1999	23	19	1487	8	4	0	7.3	7.3	3.4	74	48	154	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	50.0	26.0	52.0	0.31	0.16	0.484196	0.242098	0.726295	0.441829	0.441829
26	299	Anthony Modeste	FRA	FW	Dortmund	35	1988	18	7	802	2	1	4	4.3	4.3	1.1	3	7	35	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	23.0	10.0	43.5	0.20	0.09	0.224439	0.112219	0.336658	0.482544	0.482544
27	303	Youssoufa Moukoko	GER	FW	Dortmund	18	2004	24	11	1084	7	3	0	6.3	6.3	1.2	7	11	55	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	33.0	19.0	57.6	0.37	0.21	0.581181	0.249077	0.830258	0.523063	0.523063
28	318	Justin Njinmah	GER	FW	Dortmund	22	2000	1	0	22	0	0	0	0.0	0.0	0.0	1	0	4	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	0.0	0.0	NaN	NaN	NaN	0.000000	0.000000	0.000000	0.000000	0.000000
29	377	Gio Reyna	USA	FW	Dortmund	20	2002	19	4	574	6	0	2	3.1	2.3	1.0	20	22	50	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	18.0	8.0	44.4	0.63	0.28	0.940767	0.000000	0.940767	0.486063	0.360627

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts